Repository: bethgelab/model-vs-human Branch: master Commit: 79ed7cd1d9ac Files: 178 Total size: 8.2 MB Directory structure: gitextract_kib475aa/ ├── .gitignore ├── README.md ├── examples/ │ ├── evaluate.py │ └── plotting_definition.py ├── latex-report/ │ ├── assets/ │ │ ├── benchmark_figures.tex │ │ ├── benchmark_table_accuracy.tex │ │ ├── benchmark_table_humanlike.tex │ │ ├── benchmark_tables.tex │ │ ├── consistency_vs_accuracy.tex │ │ ├── error_consistency_lineplots.tex │ │ ├── error_consistency_matrices.tex │ │ ├── noise_generalisation.tex │ │ ├── nonparametric_accuracy.tex │ │ └── shape_bias.tex │ ├── neurips.sty │ └── report.tex ├── licenses/ │ ├── CODE_LICENSE │ ├── LICENSES_OVERVIEW.md │ └── MODEL_LICENSES ├── modelvshuman/ │ ├── __init__.py │ ├── cli.py │ ├── constants.py │ ├── datasets/ │ │ ├── __init__.py │ │ ├── base.py │ │ ├── create_dataset.py │ │ ├── dataloaders.py │ │ ├── dataset_converters.py │ │ ├── decision_mappings.py │ │ ├── experiments.py │ │ ├── imagenet.py │ │ ├── info_mappings.py │ │ ├── noise_generalisation.py │ │ ├── registry.py │ │ ├── sketch.py │ │ ├── stylized.py │ │ └── texture_shape.py │ ├── evaluation/ │ │ ├── __init__.py │ │ ├── evaluate.py │ │ ├── imagenet_labels.txt │ │ └── metrics.py │ ├── helper/ │ │ ├── __init__.py │ │ ├── categories.txt │ │ ├── human_categories.py │ │ ├── plotting_helper.py │ │ └── wordnet_functions.py │ ├── model_evaluator.py │ ├── models/ │ │ ├── __init__.py │ │ ├── pytorch/ │ │ │ ├── __init__.py │ │ │ ├── adversarially_robust/ │ │ │ │ ├── __init__.py │ │ │ │ └── robust_models.py │ │ │ ├── bagnets/ │ │ │ │ ├── __init__.py │ │ │ │ ├── kerasnet.py │ │ │ │ └── pytorchnet.py │ │ │ ├── clip/ │ │ │ │ ├── __init__.py │ │ │ │ ├── imagenet_classes.py │ │ │ │ └── imagenet_templates.py │ │ │ ├── model_zoo.py │ │ │ ├── pycontrast/ │ │ │ │ ├── __init__.py │ │ │ │ └── pycontrast_resnet50.py │ │ │ ├── shapenet/ │ │ │ │ ├── __init__.py │ │ │ │ └── texture_shape_models.py │ │ │ └── simclr/ │ │ │ ├── __init__.py │ │ │ ├── cores/ │ │ │ │ ├── __init__.py │ │ │ │ └── cores.py │ │ │ ├── utils/ │ │ │ │ ├── __init__.py │ │ │ │ ├── gdrive.py │ │ │ │ ├── mlayer.py │ │ │ │ └── modules.py │ │ │ └── zoo/ │ │ │ ├── __init__.py │ │ │ └── simclr.py │ │ ├── registry.py │ │ ├── tensorflow/ │ │ │ ├── __init__.py │ │ │ ├── build_model.py │ │ │ ├── model_zoo.py │ │ │ └── tf_hub_model_url.py │ │ └── wrappers/ │ │ ├── __init__.py │ │ ├── base.py │ │ ├── pytorch.py │ │ └── tensorflow.py │ ├── plotting/ │ │ ├── __init__.py │ │ ├── analyses.py │ │ ├── colors.py │ │ ├── decision_makers.py │ │ └── plot.py │ ├── utils.py │ └── version.py ├── raw-data/ │ ├── colour/ │ │ ├── colour_subject-01_session_1.csv │ │ ├── colour_subject-02_session_1.csv │ │ ├── colour_subject-03_session_1.csv │ │ └── colour_subject-04_session_1.csv │ ├── contrast/ │ │ ├── contrast_subject-01_session_1.csv │ │ ├── contrast_subject-02_session_1.csv │ │ ├── contrast_subject-03_session_1.csv │ │ └── contrast_subject-04_session_1.csv │ ├── cue-conflict/ │ │ ├── cue-conflict_subject-01_session_1.csv │ │ ├── cue-conflict_subject-02_session_1.csv │ │ ├── cue-conflict_subject-03_session_1.csv │ │ ├── cue-conflict_subject-04_session_1.csv │ │ ├── cue-conflict_subject-05_session_1.csv │ │ ├── cue-conflict_subject-06_session_1.csv │ │ ├── cue-conflict_subject-07_session_1.csv │ │ ├── cue-conflict_subject-08_session_1.csv │ │ ├── cue-conflict_subject-09_session_1.csv │ │ └── cue-conflict_subject-10_session_1.csv │ ├── edge/ │ │ ├── edge_subject-01_session_1.csv │ │ ├── edge_subject-02_session_1.csv │ │ ├── edge_subject-03_session_1.csv │ │ ├── edge_subject-04_session_1.csv │ │ ├── edge_subject-05_session_1.csv │ │ ├── edge_subject-06_session_1.csv │ │ ├── edge_subject-07_session_1.csv │ │ ├── edge_subject-08_session_1.csv │ │ ├── edge_subject-09_session_1.csv │ │ └── edge_subject-10_session_1.csv │ ├── eidolonI/ │ │ ├── eidolonI_subject-01_session_1.csv │ │ ├── eidolonI_subject-02_session_1.csv │ │ ├── eidolonI_subject-03_session_1.csv │ │ └── eidolonI_subject-04_session_1.csv │ ├── eidolonII/ │ │ ├── eidolonII_subject-01_session_1.csv │ │ ├── eidolonII_subject-02_session_1.csv │ │ ├── eidolonII_subject-03_session_1.csv │ │ └── eidolonII_subject-04_session_1.csv │ ├── eidolonIII/ │ │ ├── eidolonIII_subject-01_session_1.csv │ │ ├── eidolonIII_subject-02_session_1.csv │ │ ├── eidolonIII_subject-03_session_1.csv │ │ └── eidolonIII_subject-04_session_1.csv │ ├── false-colour/ │ │ ├── false-colour_subject-01_session_1.csv │ │ ├── false-colour_subject-02_session_1.csv │ │ ├── false-colour_subject-03_session_1.csv │ │ └── false-colour_subject-04_session_1.csv │ ├── high-pass/ │ │ ├── high-pass_subject-01_session_1.csv │ │ ├── high-pass_subject-02_session_1.csv │ │ ├── high-pass_subject-03_session_1.csv │ │ └── high-pass_subject-04_session_1.csv │ ├── low-pass/ │ │ ├── low-pass_subject-01_session_1.csv │ │ ├── low-pass_subject-02_session_1.csv │ │ ├── low-pass_subject-03_session_1.csv │ │ └── low-pass_subject-04_session_1.csv │ ├── phase-scrambling/ │ │ ├── phase-scrambling_subject-01_session_1.csv │ │ ├── phase-scrambling_subject-02_session_1.csv │ │ ├── phase-scrambling_subject-03_session_1.csv │ │ └── phase-scrambling_subject-04_session_1.csv │ ├── power-equalisation/ │ │ ├── power-equalisation_subject-01_session_1.csv │ │ ├── power-equalisation_subject-02_session_1.csv │ │ ├── power-equalisation_subject-03_session_1.csv │ │ └── power-equalisation_subject-04_session_1.csv │ ├── rotation/ │ │ ├── rotation_subject-01_session_1.csv │ │ ├── rotation_subject-02_session_1.csv │ │ ├── rotation_subject-03_session_1.csv │ │ └── rotation_subject-04_session_1.csv │ ├── silhouette/ │ │ ├── silhouette_subject-01_session_1.csv │ │ ├── silhouette_subject-02_session_1.csv │ │ ├── silhouette_subject-03_session_1.csv │ │ ├── silhouette_subject-04_session_1.csv │ │ ├── silhouette_subject-05_session_1.csv │ │ ├── silhouette_subject-06_session_1.csv │ │ ├── silhouette_subject-07_session_1.csv │ │ ├── silhouette_subject-08_session_1.csv │ │ ├── silhouette_subject-09_session_1.csv │ │ └── silhouette_subject-10_session_1.csv │ ├── sketch/ │ │ ├── sketch_subject-01_session_1.csv │ │ ├── sketch_subject-02_session_1.csv │ │ ├── sketch_subject-03_session_1.csv │ │ ├── sketch_subject-04_session_1.csv │ │ ├── sketch_subject-05_session_1.csv │ │ ├── sketch_subject-06_session_1.csv │ │ └── sketch_subject-07_session_1.csv │ ├── stylized/ │ │ ├── stylized_subject-01_session_1.csv │ │ ├── stylized_subject-02_session_1.csv │ │ ├── stylized_subject-03_session_1.csv │ │ ├── stylized_subject-04_session_1.csv │ │ └── stylized_subject-05_session_1.csv │ └── uniform-noise/ │ ├── uniform-noise_subject-01_session_1.csv │ ├── uniform-noise_subject-02_session_1.csv │ ├── uniform-noise_subject-03_session_1.csv │ └── uniform-noise_subject-04_session_1.csv ├── setup.cfg └── setup.py ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ datasets/* modelvshuman/.idea/ # matlab *pathdef.m # tensorflow *.h5 *.pickle *.csv# *.ods# *ckpt* *.pb *.pbtxt *ckpt* *.csv# *.pth *.pth.tar *.swp ## Core latex/pdflatex auxiliary files: *.aux *.lof *.log *.lot *.fls *.out *.toc *.fmt *.fot *.cb *.cb2 .*.lb ## Intermediate documents: *.dvi *.xdv *-converted-to.* # these rules might exclude image files for figures etc. # *.ps # *.eps # *.pdf ## Generated if empty string is given at "Please type another file name for output:" .pdf ## Bibliography auxiliary files (bibtex/biblatex/biber): *.bbl *.bcf *.blg *-blx.aux *-blx.bib *.run.xml ## Build tool auxiliary files: *.fdb_latexmk *.synctex *.synctex(busy) *.synctex.gz *.synctex.gz(busy) *.pdfsync ## Build tool directories for auxiliary files # latexrun latex.out/ ## Auxiliary and intermediate files from other packages: # algorithms *.alg *.loa # achemso acs-*.bib # amsthm 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Benchmark • Installation • User experience • Model zoo • Datasets • Credit & citation

# modelvshuman: Does your model generalise better than humans? ``modelvshuman`` is a Python toolbox to benchmark the gap between human and machine vision. Using this library, both PyTorch and TensorFlow models can be evaluated on 17 out-of-distribution datasets with high-quality human comparison data. ## :trophy: Benchmark The top-10 models are listed here; training dataset size is indicated in brackets. Additionally, standard ResNet-50 is included as the last entry of the table for comparison. Model ranks are calculated across the full range of 52 models that we tested. If your model scores better than some (or even all) of the models here, please open a pull request and we'll be happy to include it here! ### Most human-like behaviour winner | model | accuracy difference ↓ | observed consistency ↑ | error consistency ↑ | mean rank ↓ | :----------------:| ------------------------------ |-----------------------------:|-----------------------------:|------------------------------:|-----------------------:| :1st_place_medal: | [ViT-22B-384](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | **.018** | **.783** | .258 | **1.67**| :2nd_place_medal: | [CLIP](https://arxiv.org/abs/2103.00020): ViT-B (400M) | .023 | .758 | **.281** | 3| :3rd_place_medal: | [ViT-22B-560](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | .022 | .739 | **.281** | 3.33| :clap: | [SWSL](https://arxiv.org/abs/1905.00546): ResNeXt-101 (940M) | .028 | .752 | .237 | 6| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-101x1 (14M) | .034 | .733 | .252 | 7| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x2 (14M) | .035 | .737 | .243 | 7.67| :clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (1M) | .033 | .738 | .222 | 9.33| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x4 (14M) | .035 | .732 | .233 | 10.33| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-50x3 (14M) | .040 | .726 | .228 | 12| :clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (14M) | .035 | .744 | .206 | 12| ... | standard [ResNet-50](https://arxiv.org/abs/1502.01852) (1M) | .087 | .665 | .208 | 31.33| ### Highest OOD (out-of-distribution) distortion robustness winner | model | OOD accuracy ↑ | rank ↓ | :----------------:| ----------------------------------------------------------------------------| -------------------------:|------------------:| :1st_place_medal: | [ViT-22B-224](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | **.837** | **1**| :2nd_place_medal: | [Noisy Student](https://arxiv.org/abs/1911.04252): EfficientNet-L2 (300M) | .829 | 2| :3rd_place_medal: | [ViT-22B-384](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | .798 | 3| :clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (14M) | .733 | 4| :clap: | [CLIP](https://arxiv.org/abs/2103.00020): ViT-B (400M) | .708 | 5| :clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (1M) | .706 | 6| :clap: | [SWSL](https://arxiv.org/abs/1905.00546): ResNeXt-101 (940M) | .698 | 7| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x2 (14M) | .694 | 8| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x4 (14M) | .688 | 9| :clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-101x3 (14M) | .682 | 10| ... | standard [ResNet-50](https://arxiv.org/abs/1502.01852) (1M) | .559 | 34| ## :wrench: Installation Simply clone the repository to a location of your choice and follow these steps (requires ``python3.8``): 1. Set the repository home path by running the following from the command line: ``` export MODELVSHUMANDIR=/absolute/path/to/this/repository/ ``` 2. Within the cloned repository, install package: ``` pip install -e . ``` (The -e option makes sure that changes to the code are reflected in the package, which is important e.g. if you add your own model or make any other changes) ## :microscope: User experience Simply edit ``examples/evaluate.py`` as desired. This will test a list of models on out-of-distribution datasets, generating plots. If you then compile ``latex-report/report.tex``, all the plots will be included in one convenient PDF report. ## :camel: Model zoo The following models are currently implemented: - [x] 20+ standard supervised models from the [torchvision model zoo](https://pytorch.org/docs/1.4.0/torchvision/models.html) - [x] 5 self-supervised contrastive models (InsDis, MoCo, MoCoV2, InfoMin, PIRL) from the [pycontrast repo](https://github.com/HobbitLong/PyContrast/) - [x] 3 self-supervised contrastive SimCLR model variants (simclr_resnet50x1, simclr_resnet50x2, simclr_resnet50x4) from the [ptrnet repo](https://github.com/sacadena/ptrnets) - [x] 3 vision transformer variants (vit_small_patch16_224, vit_base_patch16_224 and vit_large_patch16_224) from the [pytorch-image-models repo](https://github.com/rwightman/pytorch-image-models) - [x] 10 adversarially "robust" models from [robust-models-transfer](https://arxiv.org/abs/2007.08489) implemented via the [ptrnet repo](https://github.com/sacadena/ptrnets) - [x] 3 "ShapeNet" ResNet-50 models with different degree of stylized training from the [texture-vs-shape repo](https://github.com/rgeirhos/texture-vs-shape) - [x] 3 BagNets models from the [BagNets repo](https://github.com/wielandbrendel/bag-of-local-features-models#bagnets) - [x] 1 semi-supervised ResNet-50 model pre-trained on 940M images from the [semi-supervised-ImageNet1K-models repo](https://github.com/facebookresearch/semi-supervised-ImageNet1K-models) - [x] 6 Big Transfer models from the [pytorch-image-models repo](https://github.com/rwightman/pytorch-image-models) If you e.g. add/implement your own model, please make sure to compute the ImageNet accuracy as a sanity check. ##### How to load a model If you just want to load a model from the model zoo, this is what you can do: ```python # loading a PyTorch model from the zoo from modelvshuman.models.pytorch.model_zoo import InfoMin model = InfoMin("InfoMin") # loading a Tensorflow model from the zoo from modelvshuman.models.tensorflow.model_zoo import efficientnet_b0 model = efficientnet_b0("efficientnet_b0") ``` Then, if you have a custom set of images that you want to evaluate the model on, load those (in the example below, called ``images``) and evaluate via: ```python output_numpy = model.forward_batch(images) # by default, type(output) is numpy.ndarray, which can be converted to a tensor via: output_tensor = torch.tensor(output_numpy) ``` However, if you simply want to run a model through the generalisation datasets provided by the toolbox, we recommend to check the section on User experience. ##### How to list all available models All implemented models are registered by the model registry, which can then be used to list all available models of a certain framework with the following method: ```python from modelvshuman import models print(models.list_models("pytorch")) print(models.list_models("tensorflow")) ``` ##### How to add a new model Adding a new model is possible for standard PyTorch and TensorFlow models. Depending on the framework (pytorch / tensorflow), open ``modelvshuman/models//model_zoo.py``. Here, you can add your own model with a few lines of code - similar to how you would load it usually. If your model has a custom model definition, create a new subdirectory called ``modelvshuman/models//my_fancy_model/fancy_model.py`` which you can then import from ``model_zoo.py`` via ``from .my_fancy_model import fancy_model``. ## :file_folder: Datasets In total, 17 datasets with human comparison data collected under highly controlled laboratory conditions in the [Wichmannlab](http://www.wichmannlab.org) are available. Twelve datasets correspond to parametric or binary image distortions. Top row: colour/grayscale, contrast, high-pass, low-pass (blurring), phase noise, power equalisation. Bottom row: opponent colour, rotation, Eidolon I, II and III, uniform noise. ![noise-stimuli](./assets/stimuli_visualizations/noise-stimuli-figure/all_noise-generalisation_stimuli.png "noise-stimuli") The remaining five datasets correspond to the following nonparametric image manipulations: sketch, stylized, edge, silhouette, texture-shape cue conflict. ![nonparametric-stimuli](./assets/stimuli_visualizations/nonparametric-stimuli-figure/all_nonparametric_stimuli.png "nonparametric-stimuli") ##### How to load a dataset Similarly, if you're interested in just loading a dataset, you can do this via: ```python from modelvshuman.datasets import sketch dataset = sketch(batch_size=16, num_workers=4) ``` Note that the datasets aren't available after installing the toolbox just yet. Instead, they are automatically downloaded the first time a model is evaluated on the dataset (see ``examples/evaluate.py``). ##### How to list all available datasets ```python from modelvshuman import datasets print(list(datasets.list_datasets().keys())) ``` ##### Download raw test images If you'd like to download the test images yourself, they are availabel [here](https://github.com/bethgelab/model-vs-human/releases/tag/v0.1). ## :credit_card: Credit Psychophysical data were collected by us in the vision laboratory of the [Wichmannlab](http://www.wichmannlab.org). That said, we used existing image dataset sources. 12 datasets were obtained from [Generalisation in humans and deep neural networks](http://papers.nips.cc/paper/7982-generalisation-in-humans-and-deep-neural-networks.pdf). 4 datasets were obtained from [ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness](https://openreview.net/forum?id=Bygh9j09KX). Additionally, we used 1 dataset from [Learning Robust Global Representations by Penalizing Local Predictive Power](https://arxiv.org/abs/1905.13549) (sketch images from ImageNet-Sketch). We thank all model authors and repository maintainers for providing the models described above. ### Citation @inproceedings{geirhos2021partial, title={Partial success in closing the gap between human and machine vision}, author={Geirhos, Robert and Narayanappa, Kantharaju and Mitzkus, Benjamin and Thieringer, Tizian and Bethge, Matthias and Wichmann, Felix A and Brendel, Wieland}, booktitle={{Advances in Neural Information Processing Systems 34}}, year={2021}, } ================================================ FILE: examples/evaluate.py ================================================ import warnings warnings.simplefilter(action='ignore', category=FutureWarning) from modelvshuman import Plot, Evaluate from modelvshuman import constants as c from plotting_definition import plotting_definition_template def run_evaluation(): models = ["resnet50", "bagnet33", "simclr_resnet50x1"] datasets = c.DEFAULT_DATASETS # or e.g. ["cue-conflict", "uniform-noise"] params = {"batch_size": 64, "print_predictions": True, "num_workers": 20} Evaluate()(models, datasets, **params) def run_plotting(): plot_types = c.DEFAULT_PLOT_TYPES # or e.g. ["accuracy", "shape-bias"] plotting_def = plotting_definition_template figure_dirname = "example-figures/" Plot(plot_types = plot_types, plotting_definition = plotting_def, figure_directory_name = figure_dirname) # In examples/plotting_definition.py, you can edit # plotting_definition_template as desired: this will let # the toolbox know which models to plot, and which colours to use etc. if __name__ == "__main__": # 1. evaluate models on out-of-distribution datasets run_evaluation() # 2. plot the evaluation results run_plotting() ================================================ FILE: examples/plotting_definition.py ================================================ # /!usr/bin/env python3 """ Define decision makers (either human participants or CNN models). """ from modelvshuman import constants as c from modelvshuman.plotting.colors import * from modelvshuman.plotting.decision_makers import DecisionMaker def plotting_definition_template(df): """Decision makers to compare a few models with human observers. This exemplary definition can be adapted for the desired purpose, e.g. by adding more/different models. Note that models will need to be evaluated first, before their data can be plotted. For each model, define: - a color using rgb(42, 42, 42) - a plotting symbol by setting marker; a list of markers can be found here: https://matplotlib.org/3.1.0/api/markers_api.html """ decision_makers = [] decision_makers.append(DecisionMaker(name_pattern="resnet50", color=rgb(65, 90, 140), marker="o", df=df, plotting_name="ResNet-50")) decision_makers.append(DecisionMaker(name_pattern="bagnet33", color=rgb(110, 110, 110), marker="o", df=df, plotting_name="BagNet-33")) decision_makers.append(DecisionMaker(name_pattern="simclr_resnet50x1", color=rgb(210, 150, 0), marker="o", df=df, plotting_name="SimCLR-x1")) decision_makers.append(DecisionMaker(name_pattern="subject-*", color=rgb(165, 30, 55), marker="D", df=df, plotting_name="humans")) return decision_makers def get_comparison_decision_makers(df, include_humans=True, humans_last=True): """Decision makers used in our paper.""" d = [] # 1. supervised models for model in c.TORCHVISION_MODELS: d.append(DecisionMaker(name_pattern=model, color=rgb(230, 230, 230), df=df, plotting_name=model)) # 2. self-supervised models for model in c.PYCONTRAST_MODELS: d.append(DecisionMaker(name_pattern=model, color=orange2, marker="o", df=df, plotting_name=model+": ResNet-50")) d.append(DecisionMaker(name_pattern="simclr_resnet50x1", color=orange2, marker="o", df=df, plotting_name="SimCLR: ResNet-50x1")) d.append(DecisionMaker(name_pattern="simclr_resnet50x2", color=orange2, marker="o", df=df, plotting_name="SimCLR: ResNet-50x2")) d.append(DecisionMaker(name_pattern="simclr_resnet50x4", color=orange2, marker="o", df=df, plotting_name="SimCLR: ResNet-50x4")) # 3. adversarially robust models d += [DecisionMaker(name_pattern="resnet50_l2_eps0", color=rgb(196, 205, 229), marker="o", df=df, plotting_name="ResNet-50 L2 eps 0.0"), DecisionMaker(name_pattern="resnet50_l2_eps0_5", color=rgb(176, 190, 220), marker="o", df=df, plotting_name="ResNet-50 L2 eps 0.5"), DecisionMaker(name_pattern="resnet50_l2_eps1", color=rgb(134, 159, 203), marker="o", df=df, plotting_name="ResNet-50 L2 eps 1.0"), DecisionMaker(name_pattern="resnet50_l2_eps3", color=rgb(86, 130, 186), marker="o", df=df, plotting_name="ResNet-50 L2 eps 3.0"), DecisionMaker(name_pattern="resnet50_l2_eps5", color=blue2, marker="o", df=df, plotting_name="ResNet-50 L2 eps 5.0")] # 4. vision transformers without large-scale pretraining d.append(DecisionMaker(name_pattern="vit_small_patch16_224", color=rgb(144, 159, 110), marker="v", df=df, plotting_name="ViT-S")) d.append(DecisionMaker(name_pattern="vit_base_patch16_224", color=rgb(144, 159, 110), marker="v", df=df, plotting_name="ViT-B")) d.append(DecisionMaker(name_pattern="vit_large_patch16_224", color=rgb(144, 159, 110), marker="v", df=df, plotting_name="ViT-L")) if not humans_last: if include_humans: d.append(DecisionMaker(name_pattern="subject-*", color=red, marker="D", df=df, plotting_name="humans")) d.append(DecisionMaker(name_pattern="clip", color=brown1, marker="v", df=df, plotting_name="CLIP: ViT-B (400M)")) d.append(DecisionMaker(name_pattern="ResNeXt101_32x16d_swsl", color=purple1, marker="o", df=df, plotting_name="SWSL: ResNeXt-101 (940M)")) d.append(DecisionMaker(name_pattern="resnet50_swsl", color=purple1, marker="o", df=df, plotting_name="SWSL: ResNet-50 (940M)")) bitm_col = rgb(153, 142, 195) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_152x4", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-152x4 (14M)")) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_152x2", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-152x2 (14M)")) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_101x3", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-101x3 (14M)")) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_101x1", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-101x1 (14M)")) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_50x3", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-50x3 (14M)")) d.append(DecisionMaker(name_pattern="BiTM_resnetv2_50x1", color=bitm_col, marker="o", df=df, plotting_name="BiT-M: ResNet-50x1 (14M)")) d.append(DecisionMaker(name_pattern="transformer_L16_IN21K", color=green1, marker="v", df=df, plotting_name="ViT-L (14M)")) d.append(DecisionMaker(name_pattern="transformer_B16_IN21K", color=green1, marker="v", df=df, plotting_name="ViT-B (14M)")) d.append(DecisionMaker(name_pattern="efficientnet_l2_noisy_student_475", color=metallic, marker="o", df=df, plotting_name="Noisy Student: ENetL2 (300M)")) if humans_last: d.append(DecisionMaker(name_pattern="clip", color=brown1, marker="v", df=df, plotting_name="CLIP: ViT-B (400M)")) if include_humans: d.append(DecisionMaker(name_pattern="subject-*", color=red, marker="D", df=df, plotting_name="humans")) return d ================================================ FILE: latex-report/assets/benchmark_figures.tex ================================================ \begin{figure}[h] \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{benchmark_16-class-accuracy.pdf} %\vspace{\captionspaceBenchmark} \caption{OOD accuracy (higher = better).} \label{subfig:benchmark_a} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{benchmark_16-class-accuracy-difference.pdf} %\vspace{\captionspaceBenchmark} \caption{Accuracy difference (lower = better).} \label{subfig:benchmark_b} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{benchmark_observed-consistency.pdf} %\vspace{\captionspaceBenchmark} \caption{Observed consistency (higher = better).} \label{subfig:benchmark_c} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{benchmark_error-consistency.pdf} %\vspace{\captionspaceBenchmark} \caption{Error consistency (higher = better).} \label{subfig:benchmark_d} \vspace{\captionspaceII} \end{subfigure}\hfill \caption{Benchmark results for different models, aggregated over datasets.} \label{fig:benchmark_barplots} \end{figure} ================================================ FILE: latex-report/assets/benchmark_table_accuracy.tex ================================================ \begin{tabular}{lrr} \toprule model & OOD accuracy $\uparrow$ & rank $\downarrow$ \\ \midrule SimCLR-x1 & \textbf{0.596} & \textbf{1.000} \\ ResNet-50 & 0.559 & 2.000 \\ BagNet-33 & 0.398 & 3.000 \\ \bottomrule \end{tabular} ================================================ FILE: latex-report/assets/benchmark_table_humanlike.tex ================================================ \begin{tabular}{lrrrr} \toprule model & accuracy diff. $\downarrow$ & obs. consistency $\uparrow$ & error consistency $\uparrow$ & mean rank $\downarrow$ \\ \midrule SimCLR-x1 & \textbf{0.080} & \textbf{0.667} & 0.179 & \textbf{1.333} \\ ResNet-50 & 0.087 & 0.665 & \textbf{0.208} & 1.667 \\ BagNet-33 & 0.156 & 0.567 & 0.137 & 3.000 \\ \bottomrule \end{tabular} ================================================ FILE: latex-report/assets/benchmark_tables.tex ================================================ \begin{table}[ht] \caption{Benchmark table of model results for most human-like behaviour. The three metrics ``accuracy difference'' ``observed consistency'' and ``error consistency'' (plotted in Figure~\ref{fig:benchmark_barplots}) each produce a different model ranking. The mean rank of a model across those three metrics is used to rank the models on our benchmark.} \label{tab:benchmark_table_humanlike} \centering \input{assets/benchmark_table_humanlike.tex} \end{table} \begin{table}[h!] \caption{Benchmark table of model results for highest out-of-distribution robustness.} \label{tab:benchmark_table_accurate} \centering \input{assets/benchmark_table_accuracy.tex} \end{table} ================================================ FILE: latex-report/assets/consistency_vs_accuracy.tex ================================================ \begin{figure}[h] \centering \begin{subfigure}{0.45\textwidth} \centering \includegraphics[width=\linewidth]{scatter-plot_OOD-accuracy_vs_observed-consistency_multiple-datasets.pdf} %\vspace{-0.1cm} \caption{Out-of-distribution accuracy vs.\\observed consistency} \label{subfig:error_consistency_12_datasets} \end{subfigure} \begin{subfigure}{0.45\textwidth} \centering \includegraphics[width=\linewidth]{scatter-plot_OOD-accuracy_vs_error-consistency_multiple-datasets.pdf} %\vspace{-0.1cm} \caption{Out-of-distribution accuracy vs.\\error consistency} \label{subfig:error_consistency_5_datasets} \end{subfigure} \label{fig:error_consistency_12_and_5_datasets} \vspace{-0.1cm} \caption{Observed consistency and error consistency between models and humans as a function of out-of-distribution (OOD) accuracy. Dotted lines indicate consistency expected by chance.} \end{figure} ================================================ FILE: latex-report/assets/error_consistency_lineplots.tex ================================================ \begin{figure} % % colour vs. greyscale | true vs. false colour \begin{subfigure}{\figwidth} \centering \textbf{Accuracy}\\ \includegraphics[width=\linewidth]{colour_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Colour vs. greyscale} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Error consistency}\\ \includegraphics[width=\linewidth]{colour_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Accuracy}\\ \includegraphics[width=\linewidth]{false-colour_OOD-accuracy.pdf} \vspace{\captionspace} \caption{True vs. false colour} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Error consistency}\\ \includegraphics[width=\linewidth]{false-colour_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % uniform noise | low pass \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{uniform-noise_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Uniform noise} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{uniform-noise_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{low-pass_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Low-pass} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{low-pass_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % % contrast | high-pass \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{contrast_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Contrast} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{contrast_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{high-pass_OOD-accuracy.pdf} \vspace{\captionspace} \caption{High-pass} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{high-pass_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon I | phase noise \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonI_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon I} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonI_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{phase-scrambling_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Phase noise} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{phase-scrambling_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon II | power equalisation \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonII_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon II} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonII_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{power-equalisation_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Power equalisation} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{power-equalisation_error-consistency.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon III | rotation \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonIII_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon III} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonIII_error-consistency.pdf} \vspace{\captionspace} \caption*{} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{rotation_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Rotation} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{rotation_error-consistency.pdf} \vspace{\captionspace} \caption*{} \end{subfigure}\hfill \caption{OOD accuracy and error consistency.} \label{fig:results_accuracy_error_consistency} \end{figure} ================================================ FILE: latex-report/assets/error_consistency_matrices.tex ================================================ \begin{figure} \centering \includegraphics[width=0.8\linewidth]{sketch_error-consistency_matrix.pdf} \caption{Error consistency for `sketch' images.} \label{fig:error_consistency_matrix_sketch} \end{figure} \begin{figure} \centering \includegraphics[width=0.8\linewidth]{stylized_error-consistency_matrix.pdf} \caption{Error consistency for `stylized' images.} \label{fig:error_consistency_matrix_stylized} \end{figure} \begin{figure} \centering \includegraphics[width=0.8\linewidth]{edge_error-consistency_matrix.pdf} \caption{Error consistency for `edge' images.} \label{fig:error_consistency_matrix_edges} \end{figure} \begin{figure} \centering \includegraphics[width=0.8\linewidth]{silhouette_error-consistency_matrix.pdf} \caption{Error consistency for `silhouette' images.} \label{fig:error_consistency_matrix_silhouettes} \end{figure} \begin{figure} \centering \includegraphics[width=0.8\linewidth]{cue-conflict_error-consistency_matrix.pdf} \caption{Error consistency for `cue conflict' images.} \label{fig:error_consistency_matrix_cue-conflict} \end{figure} ================================================ FILE: latex-report/assets/noise_generalisation.tex ================================================ \begin{figure} % % colour vs. greyscale | true vs. false colour \begin{subfigure}{\figwidth} \centering \textbf{Accuracy}\\ \includegraphics[width=\linewidth]{colour_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Colour vs. greyscale} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Entropy}\\ \includegraphics[width=\linewidth]{colour_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Accuracy}\\ \includegraphics[width=\linewidth]{false-colour_OOD-accuracy.pdf} \vspace{\captionspace} \caption{True vs. false colour} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \textbf{Entropy}\\ \includegraphics[width=\linewidth]{false-colour_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % uniform noise | low pass \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{uniform-noise_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Uniform noise} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{uniform-noise_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{low-pass_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Low-pass} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{low-pass_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % % contrast | high-pass \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{contrast_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Contrast} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{contrast_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{high-pass_OOD-accuracy.pdf} \vspace{\captionspace} \caption{High-pass} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{high-pass_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon I | phase noise \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonI_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon I} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonI_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{phase-scrambling_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Phase noise} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{phase-scrambling_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon II | power equalisation \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonII_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon II} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonII_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{power-equalisation_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Power equalisation} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{power-equalisation_entropy.pdf} \vspace{\captionspace} \caption*{} \vspace{\captionspaceII} \end{subfigure}\hfill % eidolon III | rotation \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonIII_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Eidolon III} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{eidolonIII_entropy.pdf} \vspace{\captionspace} \caption*{} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{rotation_OOD-accuracy.pdf} \vspace{\captionspace} \caption{Rotation} \end{subfigure}\hfill \begin{subfigure}{\figwidth} \centering \includegraphics[width=\linewidth]{rotation_entropy.pdf} \vspace{\captionspace} \caption*{} \end{subfigure}\hfill \caption{Noise generalisation results.} \label{fig:results_accuracy_entropy} \end{figure} ================================================ FILE: latex-report/assets/nonparametric_accuracy.tex ================================================ \begin{figure}[h] \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{sketch\_OOD-accuracy.pdf} \caption{Accuracy on `sketch' images.} \label{subfig:accuracy_sketch} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{edge\_OOD-accuracy.pdf} \caption{Accuracy on `edge' images.} \label{subfig:accuracy_edge} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{silhouette\_OOD-accuracy.pdf} \caption{Accuracy on `silhouette' images.} \label{subfig:accuracy_silhouette} \vspace{\captionspaceII} \end{subfigure}\hfill \begin{subfigure}{0.49\linewidth} \centering \includegraphics[width=\linewidth]{stylized\_OOD-accuracy.pdf} \caption{Accuracy on `stylized' images.} \label{subfig:accuracy_stylized} \vspace{\captionspaceII} \end{subfigure}\hfill \caption{OOD accuracy on four nonparametric datasets (i.e., datasets with only a single corruption type and strength).} \label{fig:results_accuracy_nonparametric} \end{figure} ================================================ FILE: latex-report/assets/shape_bias.tex ================================================ \begin{figure}[h] \includegraphics[width=\linewidth]{cue-conflict_shape-bias_matrixplot.pdf} \caption{Shape vs.\ texture bias: category-level plot.} \end{figure}\hfill \begin{figure}[h] \includegraphics[width=\linewidth]{cue-conflict_shape-bias_boxplot.pdf} \caption{Shape vs.\ texture bias: boxplot.} \end{figure}\hfill ================================================ FILE: latex-report/neurips.sty ================================================ % partial rewrite of the LaTeX2e package for submissions to the % Conference on Neural Information Processing Systems (NeurIPS): % % - uses more LaTeX conventions % - line numbers at submission time replaced with aligned numbers from % lineno package % - \nipsfinalcopy replaced with [final] package option % - automatically loads times package for authors % - loads natbib automatically; this can be suppressed with the % [nonatbib] package option % - adds foot line to first page identifying the conference % - adds preprint option for submission to e.g. arXiv % - conference acronym modified % % Roman Garnett (garnett@wustl.edu) and the many authors of % nips15submit_e.sty, including MK and drstrip@sandia % % last revision: January 2020 \NeedsTeXFormat{LaTeX2e} \ProvidesPackage{neurips}[NeurIPS style file] % declare final option, which creates camera-ready copy \newif\if@neuripsfinal\@neuripsfinalfalse \DeclareOption{final}{ \@neuripsfinaltrue } % declare nonatbib option, which does not load natbib in case of % package clash (users can pass options to natbib via % \PassOptionsToPackage) \newif\if@natbib\@natbibtrue \DeclareOption{nonatbib}{ \@natbibfalse } % declare preprint option, which creates a preprint version ready for % upload to, e.g., arXiv \newif\if@preprint\@preprintfalse \DeclareOption{preprint}{ \@preprinttrue } \ProcessOptions\relax % determine whether this is an anonymized submission \newif\if@submission\@submissiontrue \if@neuripsfinal\@submissionfalse\fi \if@preprint\@submissionfalse\fi % fonts \renewcommand{\rmdefault}{ptm} \renewcommand{\sfdefault}{phv} % change this every year for notice string at bottom \newcommand{\@neuripsordinal}{34th} \newcommand{\@neuripsyear}{2020} \newcommand{\@neuripslocation}{Vancouver, Canada} % acknowledgments \usepackage{environ} \newcommand{\acksection}{\section*{Acknowledgments and Disclosure of Funding}} \NewEnviron{ack}{% \acksection \BODY } % handle tweaks for camera-ready copy vs. submission copy \if@preprint \newcommand{\@noticestring}{% Generalisation report.% } \else \if@neuripsfinal \newcommand{\@noticestring}{% \@neuripsordinal\/ Conference on Neural Information Processing Systems (NeurIPS \@neuripsyear), \@neuripslocation.% } \else \newcommand{\@noticestring}{% Generalisation report.% } % hide the acknowledgements \NewEnviron{hide}{} \let\ack\hide \let\endack\endhide % line numbers for submission \RequirePackage{lineno} \linenumbers % fix incompatibilities between lineno and amsmath, if required, by % transparently wrapping linenomath environments around amsmath 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2.6\p@} \setcounter{footnote}{0} % paragraph formatting \setlength{\parindent}{\z@} \setlength{\parskip }{5.5\p@} % list formatting \setlength{\topsep }{4\p@ \@plus 1\p@ \@minus 2\p@} \setlength{\partopsep }{1\p@ \@plus 0.5\p@ \@minus 0.5\p@} \setlength{\itemsep }{2\p@ \@plus 1\p@ \@minus 0.5\p@} \setlength{\parsep }{2\p@ \@plus 1\p@ \@minus 0.5\p@} \setlength{\leftmargin }{3pc} \setlength{\leftmargini }{\leftmargin} \setlength{\leftmarginii }{2em} \setlength{\leftmarginiii}{1.5em} \setlength{\leftmarginiv }{1.0em} \setlength{\leftmarginv }{0.5em} \def\@listi {\leftmargin\leftmargini} \def\@listii {\leftmargin\leftmarginii \labelwidth\leftmarginii \advance\labelwidth-\labelsep \topsep 2\p@ \@plus 1\p@ \@minus 0.5\p@ \parsep 1\p@ \@plus 0.5\p@ \@minus 0.5\p@ \itemsep \parsep} \def\@listiii{\leftmargin\leftmarginiii \labelwidth\leftmarginiii \advance\labelwidth-\labelsep \topsep 1\p@ \@plus 0.5\p@ \@minus 0.5\p@ \parsep \z@ \partopsep 0.5\p@ \@plus 0\p@ \@minus 0.5\p@ \itemsep \topsep} \def\@listiv {\leftmargin\leftmarginiv \labelwidth\leftmarginiv \advance\labelwidth-\labelsep} \def\@listv {\leftmargin\leftmarginv \labelwidth\leftmarginv \advance\labelwidth-\labelsep} \def\@listvi {\leftmargin\leftmarginvi \labelwidth\leftmarginvi \advance\labelwidth-\labelsep} % create title \providecommand{\maketitle}{} \renewcommand{\maketitle}{% \par \begingroup \renewcommand{\thefootnote}{\fnsymbol{footnote}} % for perfect author name centering \renewcommand{\@makefnmark}{\hbox to \z@{$^{\@thefnmark}$\hss}} % The footnote-mark was overlapping the footnote-text, % added the following to fix this problem (MK) \long\def\@makefntext##1{% \parindent 1em\noindent \hbox to 1.8em{\hss $\m@th ^{\@thefnmark}$}##1 } \thispagestyle{empty} \@maketitle \@thanks \@notice \endgroup \let\maketitle\relax \let\thanks\relax } % rules for title box at top of first page \newcommand{\@toptitlebar}{ \hrule height 4\p@ \vskip 0.25in \vskip -\parskip% } \newcommand{\@bottomtitlebar}{ \vskip 0.29in \vskip -\parskip \hrule height 1\p@ \vskip 0.09in% } % create title (includes both anonymized and non-anonymized versions) \providecommand{\@maketitle}{} \renewcommand{\@maketitle}{% \vbox{% \hsize\textwidth \linewidth\hsize \vskip 0.1in \@toptitlebar \centering {\LARGE\bf \@title\par} \@bottomtitlebar \if@submission \begin{tabular}[t]{c}\bf\rule{\z@}{24\p@} Anonymous Author(s) \\ Affiliation \\ Address \\ \texttt{email} \\ \end{tabular}% \else \def\And{% \end{tabular}\hfil\linebreak[0]\hfil% \begin{tabular}[t]{c}\bf\rule{\z@}{24\p@}\ignorespaces% } \def\AND{% \end{tabular}\hfil\linebreak[4]\hfil% \begin{tabular}[t]{c}\bf\rule{\z@}{24\p@}\ignorespaces% } \begin{tabular}[t]{c}\bf\rule{\z@}{24\p@}\@author\end{tabular}% \fi \vskip 0.3in \@minus 0.1in } } % add conference notice to bottom of first page \newcommand{\ftype@noticebox}{8} \newcommand{\@notice}{% % give a bit of extra room back to authors on first page \enlargethispage{2\baselineskip}% \@float{noticebox}[b]% \footnotesize\@noticestring% \end@float% } % abstract styling \renewenvironment{abstract}% {% \vskip 0.075in% \centerline% {\large\bf Abstract}% \vspace{0.5ex}% \begin{quote}% } { \par% \end{quote}% \vskip 1ex% } \endinput ================================================ FILE: latex-report/report.tex ================================================ \documentclass[]{article} \usepackage[nonatbib,preprint]{neurips} \usepackage[utf8]{inputenc} % allow utf-8 input \usepackage[T1]{fontenc} % use 8-bit T1 fonts \usepackage{hyperref} % hyperlinks \usepackage{url} % simple URL typesetting \usepackage{booktabs} % professional-quality tables \usepackage{amsfonts} % blackboard math symbols \usepackage{nicefrac} % compact symbols for 1/2, etc. \usepackage{microtype} % microtypography \usepackage{graphicx} \usepackage{caption} \usepackage{subcaption} \usepackage{pgffor} % for loop \usepackage{xstring} % for declaring lists \graphicspath{{../figures/example-figures/}} \title{Generalisation report} \author{% Generalisation report produced by \href{https://github.com/bethgelab/model-vs-human}{model-vs-human}\\ } \begin{document} \newcommand{\figwidth}{0.24\textwidth} \newcommand{\captionspace}{-1.5\baselineskip} \newcommand{\captionspaceII}{0.6\baselineskip} \newcommand{\captionspaceBenchmark}{-0.5\baselineskip} \maketitle %\begin{abstract} %\end{abstract} \input{assets/benchmark_figures.tex} \input{assets/benchmark_tables.tex} \input{assets/error_consistency_lineplots.tex} \input{assets/shape_bias.tex} \input{assets/nonparametric_accuracy.tex} \input{assets/consistency_vs_accuracy.tex} \input{assets/error_consistency_matrices.tex} \end{document} ================================================ FILE: licenses/CODE_LICENSE ================================================ MIT License Copyright (c) Robert Geirhos 2021 Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: licenses/LICENSES_OVERVIEW.md ================================================ # Overview over licenses ## Dataset licenses ### ImageNet-based datasets colour, contrast, eidolonI, eidolonII, eidolonIII, false-colour, high-pass, low-pass, phase-scrambling, power-equalisation, rotation, uniform-noise: These datasets are based on the [generalisation-humans-DNNs repository](https://github.com/rgeirhos/generalisation-humans-DNNs/) by [Robert Geirhos](https://github.com/rgeirhos/), which itself is based on ImageNet. Therefore, please read the [ImageNet license](https://image-net.org/download.php). stylized: This dataset is based on the [texture-vs-shape repository](https://github.com/rgeirhos/texture-vs-shape) by [Robert Geirhos](https://github.com/rgeirhos/) and on ImageNet. Therefore, please read the [ImageNet license](https://image-net.org/download.php). ### Texture-shape-based datasets cue-conflict, edge, silhouette: These datasets are based on the [texture-vs-shape repository](https://github.com/rgeirhos/texture-vs-shape) and licensed under a [CC-BY-4.0 license](https://creativecommons.org/licenses/by/4.0/) according to the [repository](https://github.com/rgeirhos/texture-vs-shape/blob/master/DATASET_LICENSE). ### ImageNet-Sketch-based datasets sketch: This dataset is based on the [ImageNet-Sketch repository](https://github.com/HaohanWang/ImageNet-Sketch) by [Haohan Wang](https://github.com/HaohanWang), which is licensed under a [MIT license](https://spdx.org/licenses/MIT.html) according to the [repository](https://github.com/HaohanWang/ImageNet-Sketch/blob/master/LICENSE). ## Code ### Our code Our own code is licensed under a MIT license. 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No term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor. d. Nothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority. ======================================================================= Creative Commons is not a party to its public licenses. Notwithstanding, Creative Commons may elect to apply one of its public licenses to material it publishes and in those instances will be considered the “Licensor.” The text of the Creative Commons public licenses is dedicated to the public domain under the CC0 Public Domain Dedication. Except for the limited purpose of indicating that material is shared under a Creative Commons public license or as otherwise permitted by the Creative Commons policies published at creativecommons.org/policies, Creative Commons does not authorize the use of the trademark "Creative Commons" or any other trademark or logo of Creative Commons without its prior written consent including, without limitation, in connection with any unauthorized modifications to any of its public licenses or any other arrangements, understandings, or agreements concerning use of licensed material. For the avoidance of doubt, this paragraph does not form part of the public licenses. Creative Commons may be contacted at creativecommons.org. ----------------------LICENSE for vision transformer models ------------------- ViT-L and ViT-B were obtained from https://github.com/lukemelas/PyTorch-Pretrained-ViT. Other transformers were obtained from https://github.com/rwightman/pytorch-image-models (see below). ---------------------------LICENSE for BagNet models--------------------------- The BagNet models were obtained from https://github.com/wielandbrendel/bag-of-local-features-models which has the following license: MIT License Copyright (c) 2019 Wieland Brendel Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ---------------------------LICENSE for adversarially robust models--------------------------- The adversarially robust models were obtained from https://github.com/sacadena/ptrnets who adapted https://github.com/microsoft/robust-models-transfer which has the following license: MIT License Copyright (c) Microsoft Corporation. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 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"License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. 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While redistributing the Work or Derivative Works thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability. END OF TERMS AND CONDITIONS APPENDIX: How to apply the Apache License to your work. To apply the Apache License to your work, attach the following boilerplate notice, with the fields enclosed by brackets "[]" replaced with your own identifying information. (Don't include the brackets!) The text should be enclosed in the appropriate comment syntax for the file format. We also recommend that a file or class name and description of purpose be included on the same "printed page" as the copyright notice for easier identification within third-party archives. Copyright [2020] [Ji Lin] Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --------------------------LICENSE for PyContrast models -------------------------------- The PyContrast models were obtained from https://github.com/HobbitLong/PyContrast which has the following license: Copyright (c) 2020, Yonglong Tian All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -------------------- LICENSE FOR pytorch-CycleGAN-and-pix2pix ------------------ BSD License Copyright (c) 2017, Jun-Yan Zhu and Taesung Park All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. ---------------------------- LICENSE FOR ResNeSt ------------------------------- Apache License Copyright 2020, Hang Zhang et. al. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ---------------------------- LICENSE FOR ResNet -------------------------------- BSD 3-Clause License Copyright (c) Soumith Chintala 2016, All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. ---------------------------LICENSE for Pytorch-image-models --------------------------- Pytorch-image-models were obtained from https://github.com/rwightman/pytorch-image-models/ which has the following license: Apache License Version 2.0, January 2004 http://www.apache.org/licenses/ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 1. Definitions. "License" shall mean the terms and conditions for use, reproduction, and distribution as defined by Sections 1 through 9 of this document. "Licensor" shall mean the copyright owner or entity authorized by the copyright owner that is granting the License. "Legal Entity" shall mean the union of the acting entity and all other entities that control, are controlled by, or are under common control with that entity. For the purposes of this definition, "control" means (i) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (ii) ownership of fifty percent (50%) or more of the outstanding shares, or (iii) beneficial ownership of such entity. "You" (or "Your") shall mean an individual or Legal Entity exercising permissions granted by this License. "Source" form shall mean the preferred form for making modifications, including but not limited to software source code, documentation source, and configuration files. 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You may reproduce and distribute copies of the Work or Derivative Works thereof in any medium, with or without modifications, and in Source or Object form, provided that You meet the following conditions: (a) You must give any other recipients of the Work or Derivative Works a copy of this License; and (b) You must cause any modified files to carry prominent notices stating that You changed the files; and (c) You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works; and (d) If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or, within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. 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See the License for the specific language governing permissions and limitations under the License. --------------------------------LICENSE for CLIP model ----------------------------------- The CLIP model was obtained from https://github.com/openai/CLIP, which has the following license: MIT License Copyright (c) 2021 OpenAI Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. 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IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: modelvshuman/__init__.py ================================================ from . import cli from . import datasets from . import evaluation from . import models from . import plotting from .model_evaluator import ModelEvaluator from .plotting.plot import plot from .version import __version__, VERSION Evaluate = ModelEvaluator Plot = plot ================================================ FILE: modelvshuman/cli.py ================================================ #!/usr/bin/env python3 import logging import click from .datasets import list_datasets from .models import list_models logger = logging.getLogger(__name__) supported_models = list_models("tensorflow") + list_models("pytorch") supported_datasets = list_datasets() print("") @click.command() @click.option("--models", "-m", type=click.Choice(supported_models, case_sensitive=True), multiple=True, required=True) @click.option("--datasets", "-d", type=click.Choice(supported_datasets, case_sensitive=True), multiple=True, required=True) @click.option("--test-run", "-t", is_flag=True, help="If the test-run flag is set, results will not be saved to csv") @click.option("--num-workers", "-w", type=int, default=30, help="Number of cpu workers for data loading") @click.option("--batch-size", "-b", type=int, default=16, help="Batch size during evaluation") @click.option("--print-predictions", "-p", type=bool, default=True, help="Print predictions") def main(models, datasets, *args, **kwargs): """ Entry point to the toolkit Returns: """ from .model_evaluator import ModelEvaluator if "all" in models: models = supported_models if "all" in datasets: datasets = supported_datasets evaluate = ModelEvaluator() evaluate(models, datasets, *args, **kwargs) ================================================ FILE: modelvshuman/constants.py ================================================ #!/usr/bin/env python import os from os.path import join as pjoin ################################################################## # DIRECTORIES ################################################################## PROJ_DIR = str(os.environ.get("MODELVSHUMANDIR", "model-vs-human")) assert (PROJ_DIR != "None"), "Please set the 'MODELVSHUMANDIR' environment variable as described in the README" CODE_DIR = pjoin(PROJ_DIR, "modelvshuman") DATASET_DIR = pjoin(PROJ_DIR, "datasets") FIGURE_DIR = pjoin(PROJ_DIR, "figures") RAW_DATA_DIR = pjoin(PROJ_DIR, "raw-data") PERFORMANCES_DIR = pjoin(RAW_DATA_DIR, "performances") REPORT_DIR = pjoin(PROJ_DIR, "latex-report/") ASSETS_DIR = pjoin(PROJ_DIR, "assets/") ICONS_DIR = pjoin(ASSETS_DIR, "icons/") ################################################################## # CONSTANTS ################################################################## IMG_SIZE = 224 # size of input images for most models ################################################################## # DATASETS ################################################################## NOISE_GENERALISATION_DATASETS = ["colour", "contrast", "high-pass", "low-pass", "phase-scrambling", "power-equalisation", "false-colour", "rotation", "eidolonI", "eidolonII", "eidolonIII", "uniform-noise"] TEXTURE_SHAPE_DATASETS = ["original", "greyscale", "texture", "edge", "silhouette", "cue-conflict"] DEFAULT_DATASETS = ["edge", "silhouette", "cue-conflict"] + \ NOISE_GENERALISATION_DATASETS + ["sketch", "stylized"] ################################################################## # PLOT TYPES ################################################################## PLOT_TYPE_TO_DATASET_MAPPING = { # default plot types: "shape-bias": ["cue-conflict"], "accuracy": NOISE_GENERALISATION_DATASETS, "nonparametric-benchmark-barplot": ["edge", "silhouette", "sketch", "stylized"], "benchmark-barplot": DEFAULT_DATASETS, "scatterplot": DEFAULT_DATASETS, "error-consistency-lineplot": NOISE_GENERALISATION_DATASETS, "error-consistency": ["cue-conflict", "edge", "silhouette", "sketch", "stylized"], # 'unusual' plot types: "entropy": NOISE_GENERALISATION_DATASETS, "confusion-matrix": DEFAULT_DATASETS, } DEFAULT_PLOT_TYPES = list(PLOT_TYPE_TO_DATASET_MAPPING.keys()) DEFAULT_PLOT_TYPES.remove("entropy") DEFAULT_PLOT_TYPES.remove("confusion-matrix") ################################################################## # MODELS ################################################################## TORCHVISION_MODELS = ["alexnet", "vgg11_bn", "vgg13_bn", "vgg16_bn", "vgg19_bn", "squeezenet1_0", "squeezenet1_1", "densenet121", "densenet169", "densenet201", "inception_v3", "resnet18", "resnet34", "resnet50", "resnet101", "resnet152", "shufflenet_v2_x0_5", "mobilenet_v2", "resnext50_32x4d", "resnext101_32x8d", "wide_resnet50_2", "wide_resnet101_2", "mnasnet0_5", "mnasnet1_0"] BAGNET_MODELS = ["bagnet9", "bagnet17", "bagnet33"] SHAPENET_MODELS = ["resnet50_trained_on_SIN", "resnet50_trained_on_SIN_and_IN", "resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN"] SIMCLR_MODELS = ["simclr_resnet50x1", "simclr_resnet50x2", "simclr_resnet50x4"] PYCONTRAST_MODELS = ["InsDis", "MoCo", "PIRL", "MoCoV2", "InfoMin"] SELFSUPERVISED_MODELS = SIMCLR_MODELS + PYCONTRAST_MODELS EFFICIENTNET_MODELS = ["efficientnet_b0", "noisy_student"] ADV_ROBUST_MODELS = ["resnet50_l2_eps0", "resnet50_l2_eps0_5", "resnet50_l2_eps1", "resnet50_l2_eps3", "resnet50_l2_eps5"] VISION_TRANSFORMER_MODELS = ["vit_small_patch16_224", "vit_base_patch16_224", "vit_large_patch16_224"] BIT_M_MODELS = ["BiTM_resnetv2_50x1", "BiTM_resnetv2_50x3", "BiTM_resnetv2_101x1", "BiTM_resnetv2_101x3", "BiTM_resnetv2_152x2", "BiTM_resnetv2_152x4"] SWAG_MODELS = ["swag_regnety_16gf_in1k", "swag_regnety_32gf_in1k", "swag_regnety_128gf_in1k", "swag_vit_b16_in1k", "swag_vit_l16_in1k", "swag_vit_h14_in1k"] ================================================ FILE: modelvshuman/datasets/__init__.py ================================================ from .imagenet import imagenet_validation from .sketch import sketch from .stylized import stylized from .texture_shape import * from .noise_generalisation import * from .dataset_converters import ToTensorflow from .create_dataset import create_dataset from .create_dataset import create_experiment from .registry import list_datasets ================================================ FILE: modelvshuman/datasets/base.py ================================================ #!/usr/bin/env python3 import os from os.path import join as pjoin class Dataset(object): """Base Dataset class Attributes: name (str): name of the dataset params (object): Dataclass object contains following attributes path, image_size, metric, decision_mapping, experiments and container_session loader (pytorch loader): Data loader args (dict): Other arguments """ def __init__(self, name, params, loader, *args, **kwargs): self.name = name self.image_size = params.image_size self.decision_mapping = params.decision_mapping self.info_mapping = params.info_mapping self.experiments = params.experiments self.metrics = params.metrics self.contains_sessions = params.contains_sessions self.args = args self.kwargs = kwargs resize = False if params.image_size == 224 else True if self.contains_sessions: self.path = pjoin(params.path, "dnn/") else: self.path = params.path assert os.path.exists(self.path), f"dataset {self.name} path not found: " + self.path if self.contains_sessions: assert all(f.startswith("session-") for f in os.listdir(self.path)) else: assert not any(f.startswith("session-") for f in os.listdir(self.path)) if self.experiments: for e in self.experiments: e.name = self.name self._loader = None # this will be lazy-loaded the first time self.loader (the dataloader instance) is called self._loader_callback = lambda: loader()(self.path, resize=resize, batch_size=self.kwargs["batch_size"], num_workers=self.kwargs["num_workers"], info_mapping=self.info_mapping) @property def loader(self): if self._loader is None: self._loader = self._loader_callback() return self._loader @loader.setter def loader(self, new_loader): self._loader = new_loader ================================================ FILE: modelvshuman/datasets/create_dataset.py ================================================ #!/usr/bin/env python3 """ Create dataset and experiments. A dataset is a directory with subdirectories, one subdir per class. An experiment is a directory subdirectories, one subdir per participant. """ import os from os.path import join as pjoin from os import listdir as ld import numpy as np import shutil import sys from PIL import Image import numpy as np import math from torchvision import transforms from ..helper import human_categories as hc from .. import constants as consts def resize_crop_image(input_file, resize_size, crop_size): """Replace input_file with resized and cropped version (png).""" img = Image.open(input_file) t = transforms.Compose([transforms.Resize(resize_size), transforms.CenterCrop(crop_size)]) new_img = t(img) os.remove(input_file) new_img.save(input_file.replace(".JPEG", ".png"), 'png') def create_dataset(original_dataset_path, target_dataset_path, rng, min_num_imgs_per_class, max_num_imgs_per_class, target_resize_size, target_crop_size): "Create a balanced dataset from a larger (potentially unbalanced) dataset.""" categories = hc.HumanCategories() class_count_dict = dict() image_path_dict = dict() for human_category in sorted(hc.get_human_object_recognition_categories()): class_count_dict[human_category] = 0 image_path_dict[human_category] = list() for c in sorted(os.listdir(original_dataset_path)): human_category = categories.get_human_category_from_WNID(c) if human_category is not None: class_count_dict[human_category] += len(os.listdir(pjoin(original_dataset_path, c))) for image_name in sorted(os.listdir(pjoin(original_dataset_path, c))): image_path_dict[human_category].append(pjoin(original_dataset_path, c, image_name)) count = 0 maximum = 0 minimum = np.Inf for c in sorted(os.listdir(original_dataset_path)): num = len(os.listdir(pjoin(original_dataset_path, c))) count += num if num > maximum: maximum = num if num < minimum: minimum = num min_16_classes = np.Inf for k, v in class_count_dict.items(): if v < min_16_classes: min_16_classes = v print("Total image count: "+str(count)) print("Max #images per class: "+str(maximum)) print("Min #images per class: "+str(minimum)) print("Min #images within 16 classes: "+str(min_16_classes)) print(class_count_dict) assert min_16_classes >= min_num_imgs_per_class, "not enough images" num_imgs_per_target_class = max_num_imgs_per_class if min_16_classes < num_imgs_per_target_class: num_imgs_per_target_class = min_16_classes if not os.path.exists(target_dataset_path): print("Creating directory "+target_dataset_path) os.makedirs(target_dataset_path) else: raise OSError("target dataset already exists: "+target_dataset_path) for human_category in sorted(hc.get_human_object_recognition_categories()): print("Creating category "+human_category) category_dir = pjoin(target_dataset_path, human_category) if not os.path.exists(category_dir): os.makedirs(category_dir) num_images = class_count_dict[human_category] assert num_images >= min_16_classes, "not enough images found" choice = rng.choice(num_images, num_imgs_per_target_class, replace=False) assert len(choice) <= len(image_path_dict[human_category]) assert len(choice) == num_imgs_per_target_class for image_index in choice: image_index_str = str(image_index+1) while len(image_index_str) < 4: image_index_str = "0"+image_index_str image_path = image_path_dict[human_category][image_index] target_image_path = pjoin(target_dataset_path, human_category, human_category+"-"+image_index_str+"-"+image_path.split("/")[-1].replace("_", "-")) shutil.copyfile(image_path, target_image_path) resize_crop_image(target_image_path, target_resize_size, target_crop_size) def create_experiment(expt_name, expt_abbreviation, expt_source_dir, expt_target_dir, only_dnn=True, num_subjects=1, rng=None): """Create human / CNN experiment. parameters: - only_dnn: boolean indicating whether this is a DNN experiment or not (if not, a human experiment will be created.) """ if not only_dnn: assert rng is not None, "Please specify random number generator (rng)!" assert("_" not in expt_name), "no '_' in experiment name!" assert(os.path.exists(expt_source_dir)), "directory "+expt_source_dir+" does not exist." for i in range(0, num_subjects+1): if i==0: subject_abbreviation = "dnn" subject_name="dnn" else: subject_abbreviation = "s"+get_leading_zeros(i, 2) subject_name = "subject-"+get_leading_zeros(i, 2) print("Creating experiment for subject: '"+subject_name+"'") target_dir = pjoin(expt_target_dir, expt_name, subject_name, "session-1") if os.path.exists(target_dir): print("Error: target directory "+target_dir+" does already exist.") sys.exit(1) else: os.makedirs(target_dir) img_list = [] for c in sorted(hc.get_human_object_recognition_categories()): for x in sorted(ld(pjoin(expt_source_dir, c))): input_file = pjoin(expt_source_dir, c, x) img_list.append(input_file) order = np.arange(len(img_list)) if i != 0: rng.shuffle(order) for i, img_index in enumerate(order): input_file = img_list[img_index] imgname = input_file.split("/")[-1] correct_category = input_file.split("/")[-2] condition = "0" target_image_path = pjoin(target_dir, (get_leading_zeros(i+1)+"_"+ expt_abbreviation+"_"+ subject_abbreviation+"_"+ condition+"_"+ correct_category+"_"+ "00_"+ imgname)) shutil.copyfile(input_file, target_image_path) def get_leading_zeros(num, length=4): return ("0"*length+str(num))[-length:] ================================================ FILE: modelvshuman/datasets/dataloaders.py ================================================ import torch from torchvision import transforms import torchvision.datasets as datasets from . import info_mappings class ImageFolderWithPaths(datasets.ImageFolder): """Custom dataset that includes image file paths. Extends torchvision.datasets.ImageFolder Adapted from: https://gist.github.com/andrewjong/6b02ff237533b3b2c554701fb53d5c4d """ def __init__(self, *args, **kwargs): if "info_mapping" in kwargs.keys(): self.info_mapping = kwargs["info_mapping"] del kwargs["info_mapping"] else: self.info_mapping = info_mappings.ImageNetInfoMapping() super(ImageFolderWithPaths, self).__init__(*args, **kwargs) def __getitem__(self, index): """override the __getitem__ method. This is the method that dataloader calls.""" # this is what ImageFolder normally returns (sample, target) = super(ImageFolderWithPaths, self).__getitem__(index) # the image file path path = self.imgs[index][0] _, _, _, new_target = self.info_mapping(path) original_tuple = (sample, new_target) # make a new tuple that includes original and the path tuple_with_path = (original_tuple + (path,)) return tuple_with_path class PytorchLoader(object): """Pytorch Data loader""" def __call__(self, path, resize, batch_size, num_workers, info_mapping=None): """ Data loader for pytorch models :param path: :param resize: :param batch_size: :param num_workers: :return: """ normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) if resize: transformations = transforms.Compose([ transforms.Resize(256), transforms.CenterCrop(224), transforms.ToTensor(), normalize, ]) else: transformations = transforms.Compose([ transforms.ToTensor(), normalize, ]) loader = torch.utils.data.DataLoader( ImageFolderWithPaths(path, transformations, info_mapping=info_mapping), batch_size=batch_size, shuffle=False, num_workers=num_workers, pin_memory=True) return loader ================================================ FILE: modelvshuman/datasets/dataset_converters.py ================================================ import tensorflow as tf import torch import numpy as np class ToTensorflow(object): """This will actually convert the Pytorch Data loader into Tensorflow DataLoader""" def __init__(self, pytorch_loader): self.pytorch_loader = pytorch_loader self.mean = np.array([0.485, 0.456, 0.406]) self.std = np.array([0.229, 0.224, 0.225]) def convert(self, x): if isinstance(x, torch.Tensor): return x.numpy() return x def __iter__(self): for images, *other in self.pytorch_loader: images = images.numpy().transpose([0, 2, 3, 1]) # tensorflow uses channel-last format images *= self.std images += self.mean images = tf.convert_to_tensor(images) other = (self.convert(x) for x in other) # convert target to numpy yield (images, *other) ================================================ FILE: modelvshuman/datasets/decision_mappings.py ================================================ #!/usr/bin/env python import numpy as np from abc import ABC, abstractmethod from ..helper import human_categories as hc from ..helper import wordnet_functions as wnf class DecisionMapping(ABC): def check_input(self, probabilities): assert type(probabilities) is np.ndarray assert (probabilities >= 0.0).all() and (probabilities <= 1.0).all() @abstractmethod def __call__(self, probabilities): pass class ImageNetProbabilitiesTo1000ClassesMapping(DecisionMapping): """Return the WNIDs sorted by probabilities.""" def __init__(self): self.categories = wnf.get_ilsvrc2012_WNIDs() def __call__(self, probabilities): self.check_input(probabilities) sorted_indices = np.flip(np.argsort(probabilities), axis=-1) return np.take(self.categories, sorted_indices, axis=-1) class ImageNetProbabilitiesTo16ClassesMapping(DecisionMapping): """Return the 16 class categories sorted by probabilities""" def __init__(self, aggregation_function=None): if aggregation_function is None: aggregation_function = np.mean self.aggregation_function = aggregation_function self.categories = hc.get_human_object_recognition_categories() def __call__(self, probabilities): self.check_input(probabilities) aggregated_class_probabilities = [] c = hc.HumanCategories() for category in self.categories: indices = c.get_imagenet_indices_for_category(category) values = np.take(probabilities, indices, axis=-1) aggregated_value = self.aggregation_function(values, axis=-1) aggregated_class_probabilities.append(aggregated_value) aggregated_class_probabilities = np.transpose(aggregated_class_probabilities) sorted_indices = np.flip(np.argsort(aggregated_class_probabilities, axis=-1), axis=-1) return np.take(self.categories, sorted_indices, axis=-1) ================================================ FILE: modelvshuman/datasets/experiments.py ================================================ from dataclasses import dataclass, field from typing import List @dataclass class Experiment: """ Experiment parameters """ plotting_conditions: List = field(default_factory=list) xlabel: str = 'Condition' data_conditions: List = field(default_factory=list) def __post_init__(self): assert len(self.plotting_conditions) == len(self.data_conditions), \ "Length of plotting conditions " + str(self.plotting_conditions) + \ " and data conditions " + str(self.data_conditions) + " must be same" colour_experiment = Experiment(data_conditions=["cr", "bw"], plotting_conditions=["colour", "greyscale"], xlabel="Colour") contrast_experiment = Experiment(data_conditions=["c100", "c50", "c30", "c15", "c10", "c05", "c03", "c01"], plotting_conditions=["100", "50", "30", "15", "10", "5", "3", "1"], xlabel="Contrast in percent") high_pass_experiment = Experiment(data_conditions=["inf", "3.0", "1.5", "1.0", "0.7", "0.55", "0.45", "0.4"], plotting_conditions=["inf", "3.0", "1.5", "1.0", ".7", ".55", ".45", ".4"], xlabel="Filter standard deviation") low_pass_experiment = Experiment(data_conditions=["0", "1", "3", "5", "7", "10", "15", "40"], plotting_conditions=["0", "1", "3", "5", "7", "10", "15", "40"], xlabel="Filter standard deviation") phase_scrambling_experiment = Experiment(data_conditions=["0", "30", "60", "90", "120", "150", "180"], plotting_conditions=["0", "30", "60", "90", "120", "150", "180"], xlabel="Phase noise width [$^\circ$]") power_equalisation_experiment = Experiment(data_conditions=["0", "pow"], plotting_conditions=["original", "equalised"], xlabel="Power spectrum") false_colour_experiment = Experiment(data_conditions=["True", "False"], plotting_conditions=["true", "opponent"], xlabel="Colour") rotation_experiment = Experiment(data_conditions=["0", "90", "180", "270"], plotting_conditions=["0", "90", "180", "270"], xlabel="Rotation angle [$^\circ$]") _eidolon_plotting_conditions = ["0", "1", "2", "3", "4", "5", "6", "7"] _eidolon_xlabel = "$\mathregular{{Log}_2}$ of 'reach' parameter" eidolonI_experiment = Experiment(data_conditions=["1-10-10", "2-10-10", "4-10-10", "8-10-10", "16-10-10", "32-10-10", "64-10-10", "128-10-10"], plotting_conditions=_eidolon_plotting_conditions.copy(), xlabel=_eidolon_xlabel) eidolonII_experiment = Experiment(data_conditions=["1-3-10", "2-3-10", "4-3-10", "8-3-10", "16-3-10", "32-3-10", "64-3-10", "128-3-10"], plotting_conditions=_eidolon_plotting_conditions.copy(), xlabel=_eidolon_xlabel) eidolonIII_experiment = Experiment(data_conditions=["1-0-10", "2-0-10", "4-0-10", "8-0-10", "16-0-10", "32-0-10", "64-0-10", "128-0-10"], plotting_conditions=_eidolon_plotting_conditions.copy(), xlabel=_eidolon_xlabel) uniform_noise_experiment = Experiment(data_conditions=["0.0", "0.03", "0.05", "0.1", "0.2", "0.35", "0.6", "0.9"], plotting_conditions=["0.0", ".03", ".05", ".1", ".2", ".35", ".6", ".9"], xlabel="Uniform noise width") @dataclass class DatasetExperiments: name: str experiments: [Experiment] def get_experiments(dataset_names): datasets = [] for name in dataset_names: name_for_experiment = name.replace("-", "_") if f"{name_for_experiment}_experiment" in globals(): experiments = eval(f"{name_for_experiment}_experiment") experiments.name = name datasets.append(DatasetExperiments(name=name, experiments=[experiments])) else: datasets.append(DatasetExperiments(name=name, experiments=[])) return datasets ================================================ FILE: modelvshuman/datasets/imagenet.py ================================================ from dataclasses import dataclass, field from os.path import join as pjoin from typing import List from . import decision_mappings, info_mappings from .base import Dataset from .dataloaders import PytorchLoader from .registry import register_dataset from .. import constants as c from ..evaluation import metrics as m @dataclass class ImageNetParams: path: str image_size: int = 224 metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1), m.Accuracy(topk=5)]) decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo1000ClassesMapping() info_mapping: object = info_mappings.ImageNetInfoMapping() experiments: List = field(default_factory=list) contains_sessions: bool = False @register_dataset(name='imagenet_validation') def imagenet_validation(*args, **kwargs): params = ImageNetParams(image_size=256, path=pjoin(c.DATASET_DIR, "imagenet_validation")) return Dataset(name="imagenet_validation", params=params, loader=PytorchLoader, *args, **kwargs) ================================================ FILE: modelvshuman/datasets/info_mappings.py ================================================ from abc import ABC class ImagePathToInformationMapping(ABC): def __init__(self): pass def __call__(self, full_path): pass class ImageNetInfoMapping(ImagePathToInformationMapping): """ For ImageNet-like directory structures without sessions/conditions: .../{category}/{img_name} """ def __call__(self, full_path): session_name = "session-1" img_name = full_path.split("/")[-1] condition = "NaN" category = full_path.split("/")[-2] return session_name, img_name, condition, category class ImageNetCInfoMapping(ImagePathToInformationMapping): """ For the ImageNet-C Dataset with path structure: ...{corruption function}/{corruption severity}/{category}/{img_name} """ def __call__(self, full_path): session_name = "session-1" parts = full_path.split("/") img_name = parts[-1] category = parts[-2] severity = parts[-3] corruption = parts[-4] condition = "{}-{}".format(corruption, severity) return session_name, img_name, condition, category class InfoMappingWithSessions(ImagePathToInformationMapping): """ Directory/filename structure: .../{session_name}/{something}_{something}_{something}_{condition}_{category}_{img_name} """ def __call__(self, full_path): session_name = full_path.split("/")[-2] img_name = full_path.split("/")[-1] condition = img_name.split("_")[3] category = img_name.split("_")[4] return session_name, img_name, condition, category ================================================ FILE: modelvshuman/datasets/noise_generalisation.py ================================================ from dataclasses import dataclass, field from os.path import join as pjoin from typing import List from .registry import register_dataset from .. import constants as c from . import decision_mappings, info_mappings from .dataloaders import PytorchLoader from ..evaluation import metrics as m from .base import Dataset from .experiments import * __all__ = ["colour", "contrast", "high_pass", "low_pass", "phase_scrambling", "power_equalisation", "false_colour", "rotation", "eidolonI", "eidolonII", "eidolonIII", "uniform_noise"] @dataclass class NoiseGeneralisationParams: path: str = "" experiments: List = field(default_factory=list) image_size: int = 224 metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1)]) decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo16ClassesMapping() info_mapping: object = info_mappings.InfoMappingWithSessions() contains_sessions: bool = True def _get_dataset(name, params, *args, **kwargs): assert params is not None, "Dataset params are missing" params.path = pjoin(c.DATASET_DIR, name) return Dataset(name=name, params=params, loader=PytorchLoader, *args, **kwargs) @register_dataset(name="colour") def colour(*args, **kwargs): return _get_dataset(name="colour", params=NoiseGeneralisationParams(experiments=[colour_experiment]), *args, **kwargs) @register_dataset(name="contrast") def contrast(*args, **kwargs): return _get_dataset(name="contrast", params=NoiseGeneralisationParams(experiments=[contrast_experiment]), *args, **kwargs) @register_dataset(name="high-pass") def high_pass(*args, **kwargs): return _get_dataset(name="high-pass", params=NoiseGeneralisationParams(experiments=[high_pass_experiment]), *args, **kwargs) @register_dataset(name="low-pass") def low_pass(*args, **kwargs): return _get_dataset(name="low-pass", params=NoiseGeneralisationParams(experiments=[low_pass_experiment]), *args, **kwargs) @register_dataset(name="phase-scrambling") def phase_scrambling(*args, **kwargs): return _get_dataset(name="phase-scrambling", params=NoiseGeneralisationParams(experiments=[phase_scrambling_experiment]), *args, **kwargs) @register_dataset(name="power-equalisation") def power_equalisation(*args, **kwargs): return _get_dataset(name="power-equalisation", params=NoiseGeneralisationParams(experiments=[power_equalisation_experiment]), *args, **kwargs) @register_dataset(name="false-colour") def false_colour(*args, **kwargs): return _get_dataset(name="false-colour", params=NoiseGeneralisationParams(experiments=[false_colour_experiment]), *args, **kwargs) @register_dataset(name="rotation") def rotation(*args, **kwargs): return _get_dataset(name="rotation", params=NoiseGeneralisationParams(experiments=[rotation_experiment]), *args, **kwargs) @register_dataset(name="eidolonI") def eidolonI(*args, **kwargs): return _get_dataset(name="eidolonI", params=NoiseGeneralisationParams(experiments=[eidolonI_experiment]), *args, **kwargs) @register_dataset(name="eidolonII") def eidolonII(*args, **kwargs): return _get_dataset(name="eidolonII", params=NoiseGeneralisationParams(experiments=[eidolonII_experiment]), *args, **kwargs) @register_dataset(name="eidolonIII") def eidolonIII(*args, **kwargs): return _get_dataset(name="eidolonIII", params=NoiseGeneralisationParams(experiments=[eidolonIII_experiment]), *args, **kwargs) @register_dataset(name="uniform-noise") def uniform_noise(*args, **kwargs): return _get_dataset(name="uniform-noise", params=NoiseGeneralisationParams(experiments=[uniform_noise_experiment]), *args, **kwargs) ================================================ FILE: modelvshuman/datasets/registry.py ================================================ from collections import defaultdict _dataset_registry = {} # mapping of dataset names to entrypoint fns def register_dataset(name): def inner_decorator(fn): # add entries to registry dict/sets model_name = fn.__name__ _dataset_registry[name] = model_name return fn return inner_decorator def list_datasets(): """ Return list of available dataset names, sorted alphabetically """ return _dataset_registry ================================================ FILE: modelvshuman/datasets/sketch.py ================================================ from os.path import join as pjoin from .base import Dataset from .dataloaders import PytorchLoader from .imagenet import ImageNetParams from .registry import register_dataset from .. import constants as c from . import info_mappings, decision_mappings @register_dataset(name='sketch') def sketch(*args, **kwargs): params = ImageNetParams(path=pjoin(c.DATASET_DIR, "sketch"), decision_mapping=decision_mappings.ImageNetProbabilitiesTo16ClassesMapping(), info_mapping=info_mappings.InfoMappingWithSessions(), contains_sessions=True) return Dataset(name="sketch", params=params, loader=PytorchLoader, *args, **kwargs) ================================================ FILE: modelvshuman/datasets/stylized.py ================================================ from os.path import join as pjoin from .base import Dataset from .dataloaders import PytorchLoader from .imagenet import ImageNetParams from .registry import register_dataset from .. import constants as c from . import info_mappings, decision_mappings @register_dataset(name='stylized') def stylized(*args, **kwargs): params = ImageNetParams(path=pjoin(c.DATASET_DIR, "stylized"), decision_mapping=decision_mappings.ImageNetProbabilitiesTo16ClassesMapping(), info_mapping=info_mappings.InfoMappingWithSessions(), contains_sessions=True) return Dataset(name="stylized", params=params, loader=PytorchLoader, *args, **kwargs) ================================================ FILE: modelvshuman/datasets/texture_shape.py ================================================ from dataclasses import dataclass, field from os.path import join as pjoin from typing import List from . import decision_mappings, info_mappings from .base import Dataset from .dataloaders import PytorchLoader from .registry import register_dataset from .. import constants as c from ..evaluation import metrics as m __all__ = ["original", "greyscale", "texture", "edge", "silhouette", "cue_conflict"] @dataclass class TextureShapeParams: path: str image_size: int = 224 metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1)]) decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo16ClassesMapping() info_mapping: object = info_mappings.ImageNetInfoMapping() experiments: List = field(default_factory=list) contains_sessions: bool = False def _get_dataset(name, *args, **kwargs): params = TextureShapeParams(path=pjoin(c.DATASET_DIR, name)) return Dataset(name=name, params=params, loader=PytorchLoader, *args, **kwargs) @register_dataset(name="original") def original(*args, **kwargs): return _get_dataset(name="original", *args, **kwargs) @register_dataset(name="greyscale") def greyscale(*args, **kwargs): return _get_dataset(name="greyscale", *args, **kwargs) @register_dataset(name="texture") def texture(*args, **kwargs): return _get_dataset(name="texture", *args, **kwargs) @register_dataset(name="edge") def edge(*args, **kwargs): return _get_dataset(name="edge", *args, **kwargs) @register_dataset(name="silhouette") def silhouette(*args, **kwargs): return _get_dataset("silhouette", *args, **kwargs) @register_dataset(name="cue-conflict") def cue_conflict(*args, **kwargs): return _get_dataset("cue-conflict", *args, **kwargs) ================================================ FILE: modelvshuman/evaluation/__init__.py ================================================ ================================================ FILE: modelvshuman/evaluation/evaluate.py ================================================ """ Generic evaluation functionality: evaluate on several datasets. """ import csv import os import shutil import numpy as np from math import isclose from os.path import join as pjoin from .. import constants as c IMAGENET_LABEL_FILE = pjoin(c.CODE_DIR, "evaluation", "imagenet_labels.txt") def print_performance_to_csv(model_name, dataset_name, performance, metric_name, data_parent_dir=c.PERFORMANCES_DIR): if not os.path.exists(data_parent_dir): os.makedirs(data_parent_dir) csv_file_path = pjoin(data_parent_dir, model_name + ".csv") newrow = [model_name, dataset_name, metric_name, performance] if not os.path.exists(csv_file_path): with open(csv_file_path, "w", newline='') as f: writer = csv.writer(f) writer.writerow(["subj", "dataset_name", "metric_name", "performance"]) writer.writerow(newrow) else: # check whether existing row needs to be overwritten, otherwise append # new row at the end. temp_file_path = csv_file_path.replace(".csv", "_temp.csv") with open(csv_file_path, 'r') as f: with open(temp_file_path, 'w') as t: reader = csv.reader(f) writer = csv.writer(t) has_overwritten_existing_row = False for i, row in enumerate(reader): tmprow = row if i >= 1: assert row[0] == model_name if row[1] == dataset_name and row[2] == metric_name: tmprow = newrow has_overwritten_existing_row = True writer.writerow(tmprow) if not has_overwritten_existing_row: writer.writerow(newrow) shutil.move(temp_file_path, csv_file_path) def print_predictions_to_console(softmax_output, top_n=5, labels_path=IMAGENET_LABEL_FILE): """For each vector in the output batch: print predictions. For every vector of shape [1, 1000] in the output batch, a softmax is applied to the values. Then, the top_n (e.g. top 5) values are printed to the console. This can be used to check predictions for individual images. """ assert type(softmax_output) is np.ndarray assert len(softmax_output.shape) == 2, \ "len(softmax_output) needs to be 2 instead of " + str(len(softmax_output.shape)) labels_file = open(labels_path) labels = labels_file.readlines() for z in range(softmax_output.shape[0]): print() print("Predictions for image no. " + str(z + 1)) softmax_array = softmax_output[z, :] assert isclose(sum(softmax_array), 1.0, abs_tol=1e-5), \ "Sum of softmax values equals " + str(sum(softmax_array)) + " instead of 1.0" argmax = softmax_array.argsort()[-top_n:][::-1] for i, argmax_value in enumerate(argmax): predicted_class = labels[argmax_value] predicted_class_index = predicted_class.split(":")[0] predicted_class_description = predicted_class.split(":")[1].replace("\n", "") print("({0}) {1:6.3f} % {2} [{3}]".format(i + 1, 100 * softmax_array[argmax_value], predicted_class_description, predicted_class_index)) print() class ResultPrinter(): def __init__(self, model_name, dataset, data_parent_dir=c.RAW_DATA_DIR): self.model_name = model_name self.dataset = dataset self.data_dir = pjoin(data_parent_dir, dataset.name) self.decision_mapping = self.dataset.decision_mapping self.info_mapping = self.dataset.info_mapping self.session_list = [] def create_session_csv(self, session): self.csv_file_path = pjoin(self.data_dir, self.dataset.name + "_" + self.model_name.replace("_", "-") + "_" + session + ".csv") if os.path.exists(self.csv_file_path): # print("Warning: the following file will be overwritten: "+self.csv_file_path) os.remove(self.csv_file_path) directory = os.path.dirname(self.csv_file_path) if not os.path.exists(directory): os.makedirs(directory) self.index = 0 # write csv file header row with open(self.csv_file_path, "w") as f: writer = csv.writer(f) writer.writerow(["subj", "session", "trial", "rt", "object_response", "category", "condition", "imagename"]) def print_batch_to_csv(self, object_response, batch_targets, paths): for response, target, path in zip(object_response, batch_targets, paths): session_name, img_name, condition, category = self.info_mapping(path) session_num = int(session_name.split("-")[-1]) if not session_num in self.session_list: self.session_list.append(session_num) self.create_session_csv(session_name) with open(self.csv_file_path, "a") as f: writer = csv.writer(f) writer.writerow([self.model_name, str(session_num), str(self.index+1), "NaN", response[0], category, condition, img_name]) self.index += 1 ================================================ FILE: modelvshuman/evaluation/imagenet_labels.txt ================================================ 0:background 1:tench, Tinca tinca 2:goldfish, Carassius auratus 3:great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias 4:tiger shark, Galeocerdo cuvieri 5:hammerhead, hammerhead shark 6:electric ray, crampfish, numbfish, torpedo 7:stingray 8:cock 9:hen 10:ostrich, Struthio camelus 11:brambling, Fringilla montifringilla 12:goldfinch, Carduelis carduelis 13:house finch, linnet, Carpodacus mexicanus 14:junco, snowbird 15:indigo bunting, indigo finch, indigo bird, Passerina cyanea 16:robin, American robin, Turdus migratorius 17:bulbul 18:jay 19:magpie 20:chickadee 21:water ouzel, dipper 22:kite 23:bald eagle, American eagle, Haliaeetus leucocephalus 24:vulture 25:great grey owl, great gray owl, Strix nebulosa 26:European fire salamander, Salamandra salamandra 27:common newt, Triturus vulgaris 28:eft 29:spotted salamander, Ambystoma maculatum 30:axolotl, mud puppy, Ambystoma mexicanum 31:bullfrog, Rana catesbeiana 32:tree frog, tree-frog 33:tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui 34:loggerhead, loggerhead turtle, Caretta caretta 35:leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea 36:mud turtle 37:terrapin 38:box turtle, box tortoise 39:banded gecko 40:common iguana, iguana, Iguana iguana 41:American chameleon, anole, Anolis carolinensis 42:whiptail, whiptail lizard 43:agama 44:frilled lizard, Chlamydosaurus kingi 45:alligator lizard 46:Gila monster, Heloderma suspectum 47:green lizard, Lacerta viridis 48:African chameleon, Chamaeleo chamaeleon 49:Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis 50:African crocodile, Nile crocodile, Crocodylus niloticus 51:American alligator, Alligator mississipiensis 52:triceratops 53:thunder snake, worm snake, Carphophis amoenus 54:ringneck snake, ring-necked snake, ring snake 55:hognose snake, puff adder, sand viper 56:green snake, grass snake 57:king snake, kingsnake 58:garter snake, grass snake 59:water snake 60:vine snake 61:night snake, Hypsiglena torquata 62:boa constrictor, Constrictor constrictor 63:rock python, rock snake, Python sebae 64:Indian cobra, Naja naja 65:green mamba 66:sea snake 67:horned viper, cerastes, sand viper, horned asp, Cerastes cornutus 68:diamondback, diamondback rattlesnake, Crotalus adamanteus 69:sidewinder, horned rattlesnake, Crotalus cerastes 70:trilobite 71:harvestman, daddy longlegs, Phalangium opilio 72:scorpion 73:black and gold garden spider, Argiope aurantia 74:barn spider, Araneus cavaticus 75:garden spider, Aranea diademata 76:black widow, Latrodectus mactans 77:tarantula 78:wolf spider, hunting spider 79:tick 80:centipede 81:black grouse 82:ptarmigan 83:ruffed grouse, partridge, Bonasa umbellus 84:prairie chicken, prairie grouse, prairie fowl 85:peacock 86:quail 87:partridge 88:African grey, African gray, Psittacus erithacus 89:macaw 90:sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita 91:lorikeet 92:coucal 93:bee eater 94:hornbill 95:hummingbird 96:jacamar 97:toucan 98:drake 99:red-breasted merganser, Mergus serrator 100:goose 101:black swan, Cygnus atratus 102:tusker 103:echidna, spiny anteater, anteater 104:platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus 105:wallaby, brush kangaroo 106:koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus 107:wombat 108:jellyfish 109:sea anemone, anemone 110:brain coral 111:flatworm, platyhelminth 112:nematode, nematode worm, roundworm 113:conch 114:snail 115:slug 116:sea slug, nudibranch 117:chiton, coat-of-mail shell, sea cradle, polyplacophore 118:chambered nautilus, pearly nautilus, nautilus 119:Dungeness crab, Cancer magister 120:rock crab, Cancer irroratus 121:fiddler crab 122:king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica 123:American lobster, Northern lobster, Maine lobster, Homarus americanus 124:spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish 125:crayfish, crawfish, crawdad, crawdaddy 126:hermit crab 127:isopod 128:white stork, Ciconia ciconia 129:black stork, Ciconia nigra 130:spoonbill 131:flamingo 132:little blue heron, Egretta caerulea 133:American egret, great white heron, Egretta albus 134:bittern 135:crane 136:limpkin, Aramus pictus 137:European gallinule, Porphyrio porphyrio 138:American coot, marsh hen, mud hen, water hen, Fulica americana 139:bustard 140:ruddy turnstone, Arenaria interpres 141:red-backed sandpiper, dunlin, Erolia alpina 142:redshank, Tringa totanus 143:dowitcher 144:oystercatcher, oyster catcher 145:pelican 146:king penguin, Aptenodytes patagonica 147:albatross, mollymawk 148:grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus 149:killer whale, killer, orca, grampus, sea wolf, Orcinus orca 150:dugong, Dugong dugon 151:sea lion 152:Chihuahua 153:Japanese spaniel 154:Maltese dog, Maltese terrier, Maltese 155:Pekinese, Pekingese, Peke 156:Shih-Tzu 157:Blenheim spaniel 158:papillon 159:toy terrier 160:Rhodesian ridgeback 161:Afghan hound, Afghan 162:basset, basset hound 163:beagle 164:bloodhound, sleuthhound 165:bluetick 166:black-and-tan coonhound 167:Walker hound, Walker foxhound 168:English foxhound 169:redbone 170:borzoi, Russian wolfhound 171:Irish wolfhound 172:Italian greyhound 173:whippet 174:Ibizan hound, Ibizan Podenco 175:Norwegian elkhound, elkhound 176:otterhound, otter hound 177:Saluki, gazelle hound 178:Scottish deerhound, deerhound 179:Weimaraner 180:Staffordshire bullterrier, Staffordshire bull terrier 181:American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier 182:Bedlington terrier 183:Border terrier 184:Kerry blue terrier 185:Irish terrier 186:Norfolk terrier 187:Norwich terrier 188:Yorkshire terrier 189:wire-haired fox terrier 190:Lakeland terrier 191:Sealyham terrier, Sealyham 192:Airedale, Airedale terrier 193:cairn, cairn terrier 194:Australian terrier 195:Dandie Dinmont, Dandie Dinmont terrier 196:Boston bull, Boston terrier 197:miniature schnauzer 198:giant schnauzer 199:standard schnauzer 200:Scotch terrier, Scottish terrier, Scottie 201:Tibetan terrier, chrysanthemum dog 202:silky terrier, Sydney silky 203:soft-coated wheaten terrier 204:West Highland white terrier 205:Lhasa, Lhasa apso 206:flat-coated retriever 207:curly-coated retriever 208:golden retriever 209:Labrador retriever 210:Chesapeake Bay retriever 211:German short-haired pointer 212:vizsla, Hungarian pointer 213:English setter 214:Irish setter, red setter 215:Gordon setter 216:Brittany spaniel 217:clumber, clumber spaniel 218:English springer, English springer spaniel 219:Welsh springer spaniel 220:cocker spaniel, English cocker spaniel, cocker 221:Sussex spaniel 222:Irish water spaniel 223:kuvasz 224:schipperke 225:groenendael 226:malinois 227:briard 228:kelpie 229:komondor 230:Old English sheepdog, bobtail 231:Shetland sheepdog, Shetland sheep dog, Shetland 232:collie 233:Border collie 234:Bouvier des Flandres, Bouviers des Flandres 235:Rottweiler 236:German shepherd, German shepherd dog, German police dog, alsatian 237:Doberman, Doberman pinscher 238:miniature pinscher 239:Greater Swiss Mountain dog 240:Bernese mountain dog 241:Appenzeller 242:EntleBucher 243:boxer 244:bull mastiff 245:Tibetan mastiff 246:French bulldog 247:Great Dane 248:Saint Bernard, St Bernard 249:Eskimo dog, husky 250:malamute, malemute, Alaskan malamute 251:Siberian husky 252:dalmatian, coach dog, carriage dog 253:affenpinscher, monkey pinscher, monkey dog 254:basenji 255:pug, pug-dog 256:Leonberg 257:Newfoundland, Newfoundland dog 258:Great Pyrenees 259:Samoyed, Samoyede 260:Pomeranian 261:chow, chow chow 262:keeshond 263:Brabancon griffon 264:Pembroke, Pembroke Welsh corgi 265:Cardigan, Cardigan Welsh corgi 266:toy poodle 267:miniature poodle 268:standard poodle 269:Mexican hairless 270:timber wolf, grey wolf, gray wolf, Canis lupus 271:white wolf, Arctic wolf, Canis lupus tundrarum 272:red wolf, maned wolf, Canis rufus, Canis niger 273:coyote, prairie wolf, brush wolf, Canis latrans 274:dingo, warrigal, warragal, Canis dingo 275:dhole, Cuon alpinus 276:African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus 277:hyena, hyaena 278:red fox, Vulpes vulpes 279:kit fox, Vulpes macrotis 280:Arctic fox, white fox, Alopex lagopus 281:grey fox, gray fox, Urocyon cinereoargenteus 282:tabby, tabby cat 283:tiger cat 284:Persian cat 285:Siamese cat, Siamese 286:Egyptian cat 287:cougar, puma, catamount, mountain lion, painter, panther, Felis concolor 288:lynx, catamount 289:leopard, Panthera pardus 290:snow leopard, ounce, Panthera uncia 291:jaguar, panther, Panthera onca, Felis onca 292:lion, king of beasts, Panthera leo 293:tiger, Panthera tigris 294:cheetah, chetah, Acinonyx jubatus 295:brown bear, bruin, Ursus arctos 296:American black bear, black bear, Ursus americanus, Euarctos americanus 297:ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus 298:sloth bear, Melursus ursinus, Ursus ursinus 299:mongoose 300:meerkat, mierkat 301:tiger beetle 302:ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle 303:ground beetle, carabid beetle 304:long-horned beetle, longicorn, longicorn beetle 305:leaf beetle, chrysomelid 306:dung beetle 307:rhinoceros beetle 308:weevil 309:fly 310:bee 311:ant, emmet, pismire 312:grasshopper, hopper 313:cricket 314:walking stick, walkingstick, stick insect 315:cockroach, roach 316:mantis, mantid 317:cicada, cicala 318:leafhopper 319:lacewing, lacewing fly 320:dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk 321:damselfly 322:admiral 323:ringlet, ringlet butterfly 324:monarch, monarch butterfly, milkweed butterfly, Danaus plexippus 325:cabbage butterfly 326:sulphur butterfly, sulfur butterfly 327:lycaenid, lycaenid butterfly 328:starfish, sea star 329:sea urchin 330:sea cucumber, holothurian 331:wood rabbit, cottontail, cottontail rabbit 332:hare 333:Angora, Angora rabbit 334:hamster 335:porcupine, hedgehog 336:fox squirrel, eastern fox squirrel, Sciurus niger 337:marmot 338:beaver 339:guinea pig, Cavia cobaya 340:sorrel 341:zebra 342:hog, pig, grunter, squealer, Sus scrofa 343:wild boar, boar, Sus scrofa 344:warthog 345:hippopotamus, hippo, river horse, Hippopotamus amphibius 346:ox 347:water buffalo, water ox, Asiatic buffalo, Bubalus bubalis 348:bison 349:ram, tup 350:bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis 351:ibex, Capra ibex 352:hartebeest 353:impala, Aepyceros melampus 354:gazelle 355:Arabian camel, dromedary, Camelus dromedarius 356:llama 357:weasel 358:mink 359:polecat, fitch, foulmart, foumart, Mustela putorius 360:black-footed ferret, ferret, Mustela nigripes 361:otter 362:skunk, polecat, wood pussy 363:badger 364:armadillo 365:three-toed sloth, ai, Bradypus tridactylus 366:orangutan, orang, orangutang, Pongo pygmaeus 367:gorilla, Gorilla gorilla 368:chimpanzee, chimp, Pan troglodytes 369:gibbon, Hylobates lar 370:siamang, Hylobates syndactylus, Symphalangus syndactylus 371:guenon, guenon monkey 372:patas, hussar monkey, Erythrocebus patas 373:baboon 374:macaque 375:langur 376:colobus, colobus monkey 377:proboscis monkey, Nasalis larvatus 378:marmoset 379:capuchin, ringtail, Cebus capucinus 380:howler monkey, howler 381:titi, titi monkey 382:spider monkey, Ateles geoffroyi 383:squirrel monkey, Saimiri sciureus 384:Madagascar cat, ring-tailed lemur, Lemur catta 385:indri, indris, Indri indri, Indri brevicaudatus 386:Indian elephant, Elephas maximus 387:African elephant, Loxodonta africana 388:lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens 389:giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca 390:barracouta, snoek 391:eel 392:coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch 393:rock beauty, Holocanthus tricolor 394:anemone fish 395:sturgeon 396:gar, garfish, garpike, billfish, Lepisosteus osseus 397:lionfish 398:puffer, pufferfish, blowfish, globefish 399:abacus 400:abaya 401:academic gown, academic robe, judge's robe 402:accordion, piano accordion, squeeze box 403:acoustic guitar 404:aircraft carrier, carrier, flattop, attack aircraft carrier 405:airliner 406:airship, dirigible 407:altar 408:ambulance 409:amphibian, amphibious vehicle 410:analog clock 411:apiary, bee house 412:apron 413:ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin 414:assault rifle, assault gun 415:backpack, back pack, knapsack, packsack, rucksack, haversack 416:bakery, bakeshop, bakehouse 417:balance beam, beam 418:balloon 419:ballpoint, ballpoint pen, ballpen, Biro 420:Band Aid 421:banjo 422:bannister, banister, balustrade, balusters, handrail 423:barbell 424:barber chair 425:barbershop 426:barn 427:barometer 428:barrel, cask 429:barrow, garden cart, lawn cart, wheelbarrow 430:baseball 431:basketball 432:bassinet 433:bassoon 434:bathing cap, swimming cap 435:bath towel 436:bathtub, bathing tub, bath, tub 437:beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon 438:beacon, lighthouse, beacon light, pharos 439:beaker 440:bearskin, busby, shako 441:beer bottle 442:beer glass 443:bell cote, bell cot 444:bib 445:bicycle-built-for-two, tandem bicycle, tandem 446:bikini, two-piece 447:binder, ring-binder 448:binoculars, field glasses, opera glasses 449:birdhouse 450:boathouse 451:bobsled, bobsleigh, bob 452:bolo tie, bolo, bola tie, bola 453:bonnet, poke bonnet 454:bookcase 455:bookshop, bookstore, bookstall 456:bottlecap 457:bow 458:bow tie, bow-tie, bowtie 459:brass, memorial tablet, plaque 460:brassiere, bra, bandeau 461:breakwater, groin, groyne, mole, bulwark, seawall, jetty 462:breastplate, aegis, egis 463:broom 464:bucket, pail 465:buckle 466:bulletproof vest 467:bullet train, bullet 468:butcher shop, meat market 469:cab, hack, taxi, taxicab 470:caldron, cauldron 471:candle, taper, wax light 472:cannon 473:canoe 474:can opener, tin opener 475:cardigan 476:car mirror 477:carousel, carrousel, merry-go-round, roundabout, whirligig 478:carpenter's kit, tool kit 479:carton 480:car wheel 481:cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM 482:cassette 483:cassette player 484:castle 485:catamaran 486:CD player 487:cello, violoncello 488:cellular telephone, cellular phone, cellphone, cell, mobile phone 489:chain 490:chainlink fence 491:chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour 492:chain saw, chainsaw 493:chest 494:chiffonier, commode 495:chime, bell, gong 496:china cabinet, china closet 497:Christmas stocking 498:church, church building 499:cinema, movie theater, movie theatre, movie house, picture palace 500:cleaver, meat cleaver, chopper 501:cliff dwelling 502:cloak 503:clog, geta, patten, sabot 504:cocktail shaker 505:coffee mug 506:coffeepot 507:coil, spiral, volute, whorl, helix 508:combination lock 509:computer keyboard, keypad 510:confectionery, confectionary, candy store 511:container ship, containership, container vessel 512:convertible 513:corkscrew, bottle screw 514:cornet, horn, trumpet, trump 515:cowboy boot 516:cowboy hat, ten-gallon hat 517:cradle 518:crane 519:crash helmet 520:crate 521:crib, cot 522:Crock Pot 523:croquet ball 524:crutch 525:cuirass 526:dam, dike, dyke 527:desk 528:desktop computer 529:dial telephone, dial phone 530:diaper, nappy, napkin 531:digital clock 532:digital watch 533:dining table, board 534:dishrag, dishcloth 535:dishwasher, dish washer, dishwashing machine 536:disk brake, disc brake 537:dock, dockage, docking facility 538:dogsled, dog sled, dog sleigh 539:dome 540:doormat, welcome mat 541:drilling platform, offshore rig 542:drum, membranophone, tympan 543:drumstick 544:dumbbell 545:Dutch oven 546:electric fan, blower 547:electric guitar 548:electric locomotive 549:entertainment center 550:envelope 551:espresso maker 552:face powder 553:feather boa, boa 554:file, file cabinet, filing cabinet 555:fireboat 556:fire engine, fire truck 557:fire screen, fireguard 558:flagpole, flagstaff 559:flute, transverse flute 560:folding chair 561:football helmet 562:forklift 563:fountain 564:fountain pen 565:four-poster 566:freight car 567:French horn, horn 568:frying pan, frypan, skillet 569:fur coat 570:garbage truck, dustcart 571:gasmask, respirator, gas helmet 572:gas pump, gasoline pump, petrol pump, island dispenser 573:goblet 574:go-kart 575:golf ball 576:golfcart, golf cart 577:gondola 578:gong, tam-tam 579:gown 580:grand piano, grand 581:greenhouse, nursery, glasshouse 582:grille, radiator grille 583:grocery store, grocery, food market, market 584:guillotine 585:hair slide 586:hair spray 587:half track 588:hammer 589:hamper 590:hand blower, blow dryer, blow drier, hair dryer, hair drier 591:hand-held computer, hand-held microcomputer 592:handkerchief, hankie, hanky, hankey 593:hard disc, hard disk, fixed disk 594:harmonica, mouth organ, harp, mouth harp 595:harp 596:harvester, reaper 597:hatchet 598:holster 599:home theater, home theatre 600:honeycomb 601:hook, claw 602:hoopskirt, crinoline 603:horizontal bar, high bar 604:horse cart, horse-cart 605:hourglass 606:iPod 607:iron, smoothing iron 608:jack-o'-lantern 609:jean, blue jean, denim 610:jeep, landrover 611:jersey, T-shirt, tee shirt 612:jigsaw puzzle 613:jinrikisha, ricksha, rickshaw 614:joystick 615:kimono 616:knee pad 617:knot 618:lab coat, laboratory coat 619:ladle 620:lampshade, lamp shade 621:laptop, laptop computer 622:lawn mower, mower 623:lens cap, lens cover 624:letter opener, paper knife, paperknife 625:library 626:lifeboat 627:lighter, light, igniter, ignitor 628:limousine, limo 629:liner, ocean liner 630:lipstick, lip rouge 631:Loafer 632:lotion 633:loudspeaker, speaker, speaker unit, loudspeaker system, speaker system 634:loupe, jeweler's loupe 635:lumbermill, sawmill 636:magnetic compass 637:mailbag, postbag 638:mailbox, letter box 639:maillot 640:maillot, tank suit 641:manhole cover 642:maraca 643:marimba, xylophone 644:mask 645:matchstick 646:maypole 647:maze, labyrinth 648:measuring cup 649:medicine chest, medicine cabinet 650:megalith, megalithic structure 651:microphone, mike 652:microwave, microwave oven 653:military uniform 654:milk can 655:minibus 656:miniskirt, mini 657:minivan 658:missile 659:mitten 660:mixing bowl 661:mobile home, manufactured home 662:Model T 663:modem 664:monastery 665:monitor 666:moped 667:mortar 668:mortarboard 669:mosque 670:mosquito net 671:motor scooter, scooter 672:mountain bike, all-terrain bike, off-roader 673:mountain tent 674:mouse, computer mouse 675:mousetrap 676:moving van 677:muzzle 678:nail 679:neck brace 680:necklace 681:nipple 682:notebook, notebook computer 683:obelisk 684:oboe, hautboy, hautbois 685:ocarina, sweet potato 686:odometer, hodometer, mileometer, milometer 687:oil filter 688:organ, pipe organ 689:oscilloscope, scope, cathode-ray oscilloscope, CRO 690:overskirt 691:oxcart 692:oxygen mask 693:packet 694:paddle, boat paddle 695:paddlewheel, paddle wheel 696:padlock 697:paintbrush 698:pajama, pyjama, pj's, jammies 699:palace 700:panpipe, pandean pipe, syrinx 701:paper towel 702:parachute, chute 703:parallel bars, bars 704:park bench 705:parking meter 706:passenger car, coach, carriage 707:patio, terrace 708:pay-phone, pay-station 709:pedestal, plinth, footstall 710:pencil box, pencil case 711:pencil sharpener 712:perfume, essence 713:Petri dish 714:photocopier 715:pick, plectrum, plectron 716:pickelhaube 717:picket fence, paling 718:pickup, pickup truck 719:pier 720:piggy bank, penny bank 721:pill bottle 722:pillow 723:ping-pong ball 724:pinwheel 725:pirate, pirate ship 726:pitcher, ewer 727:plane, carpenter's plane, woodworking plane 728:planetarium 729:plastic bag 730:plate rack 731:plow, plough 732:plunger, plumber's helper 733:Polaroid camera, Polaroid Land camera 734:pole 735:police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria 736:poncho 737:pool table, billiard table, snooker table 738:pop bottle, soda bottle 739:pot, flowerpot 740:potter's wheel 741:power drill 742:prayer rug, prayer mat 743:printer 744:prison, prison house 745:projectile, missile 746:projector 747:puck, hockey puck 748:punching bag, punch bag, punching ball, punchball 749:purse 750:quill, quill pen 751:quilt, comforter, comfort, puff 752:racer, race car, racing car 753:racket, racquet 754:radiator 755:radio, wireless 756:radio telescope, radio reflector 757:rain barrel 758:recreational vehicle, RV, R.V. 759:reel 760:reflex camera 761:refrigerator, icebox 762:remote control, remote 763:restaurant, eating house, eating place, eatery 764:revolver, six-gun, six-shooter 765:rifle 766:rocking chair, rocker 767:rotisserie 768:rubber eraser, rubber, pencil eraser 769:rugby ball 770:rule, ruler 771:running shoe 772:safe 773:safety pin 774:saltshaker, salt shaker 775:sandal 776:sarong 777:sax, saxophone 778:scabbard 779:scale, weighing machine 780:school bus 781:schooner 782:scoreboard 783:screen, CRT screen 784:screw 785:screwdriver 786:seat belt, seatbelt 787:sewing machine 788:shield, buckler 789:shoe shop, shoe-shop, shoe store 790:shoji 791:shopping basket 792:shopping cart 793:shovel 794:shower cap 795:shower curtain 796:ski 797:ski mask 798:sleeping bag 799:slide rule, slipstick 800:sliding door 801:slot, one-armed bandit 802:snorkel 803:snowmobile 804:snowplow, snowplough 805:soap dispenser 806:soccer ball 807:sock 808:solar dish, solar collector, solar furnace 809:sombrero 810:soup bowl 811:space bar 812:space heater 813:space shuttle 814:spatula 815:speedboat 816:spider web, spider's web 817:spindle 818:sports car, sport car 819:spotlight, spot 820:stage 821:steam locomotive 822:steel arch bridge 823:steel drum 824:stethoscope 825:stole 826:stone wall 827:stopwatch, stop watch 828:stove 829:strainer 830:streetcar, tram, tramcar, trolley, trolley car 831:stretcher 832:studio couch, day bed 833:stupa, tope 834:submarine, pigboat, sub, U-boat 835:suit, suit of clothes 836:sundial 837:sunglass 838:sunglasses, dark glasses, shades 839:sunscreen, sunblock, sun blocker 840:suspension bridge 841:swab, swob, mop 842:sweatshirt 843:swimming trunks, bathing trunks 844:swing 845:switch, electric switch, electrical switch 846:syringe 847:table lamp 848:tank, army tank, armored combat vehicle, armoured combat vehicle 849:tape player 850:teapot 851:teddy, teddy bear 852:television, television system 853:tennis ball 854:thatch, thatched roof 855:theater curtain, theatre curtain 856:thimble 857:thresher, thrasher, threshing machine 858:throne 859:tile roof 860:toaster 861:tobacco shop, tobacconist shop, tobacconist 862:toilet seat 863:torch 864:totem pole 865:tow truck, tow car, wrecker 866:toyshop 867:tractor 868:trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi 869:tray 870:trench coat 871:tricycle, trike, velocipede 872:trimaran 873:tripod 874:triumphal arch 875:trolleybus, trolley coach, trackless trolley 876:trombone 877:tub, vat 878:turnstile 879:typewriter keyboard 880:umbrella 881:unicycle, monocycle 882:upright, upright piano 883:vacuum, vacuum cleaner 884:vase 885:vault 886:velvet 887:vending machine 888:vestment 889:viaduct 890:violin, fiddle 891:volleyball 892:waffle iron 893:wall clock 894:wallet, billfold, notecase, pocketbook 895:wardrobe, closet, press 896:warplane, military plane 897:washbasin, handbasin, washbowl, lavabo, wash-hand basin 898:washer, automatic washer, washing machine 899:water bottle 900:water jug 901:water tower 902:whiskey jug 903:whistle 904:wig 905:window screen 906:window shade 907:Windsor tie 908:wine bottle 909:wing 910:wok 911:wooden spoon 912:wool, woolen, woollen 913:worm fence, snake fence, snake-rail fence, Virginia fence 914:wreck 915:yawl 916:yurt 917:web site, website, internet site, site 918:comic book 919:crossword puzzle, crossword 920:street sign 921:traffic light, traffic signal, stoplight 922:book jacket, dust cover, dust jacket, dust wrapper 923:menu 924:plate 925:guacamole 926:consomme 927:hot pot, hotpot 928:trifle 929:ice cream, icecream 930:ice lolly, lolly, lollipop, popsicle 931:French loaf 932:bagel, beigel 933:pretzel 934:cheeseburger 935:hotdog, hot dog, red hot 936:mashed potato 937:head cabbage 938:broccoli 939:cauliflower 940:zucchini, courgette 941:spaghetti squash 942:acorn squash 943:butternut squash 944:cucumber, cuke 945:artichoke, globe artichoke 946:bell pepper 947:cardoon 948:mushroom 949:Granny Smith 950:strawberry 951:orange 952:lemon 953:fig 954:pineapple, ananas 955:banana 956:jackfruit, jak, jack 957:custard apple 958:pomegranate 959:hay 960:carbonara 961:chocolate sauce, chocolate syrup 962:dough 963:meat loaf, meatloaf 964:pizza, pizza pie 965:potpie 966:burrito 967:red wine 968:espresso 969:cup 970:eggnog 971:alp 972:bubble 973:cliff, drop, drop-off 974:coral reef 975:geyser 976:lakeside, lakeshore 977:promontory, headland, head, foreland 978:sandbar, sand bar 979:seashore, coast, seacoast, sea-coast 980:valley, vale 981:volcano 982:ballplayer, baseball player 983:groom, bridegroom 984:scuba diver 985:rapeseed 986:daisy 987:yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum 988:corn 989:acorn 990:hip, rose hip, rosehip 991:buckeye, horse chestnut, conker 992:coral fungus 993:agaric 994:gyromitra 995:stinkhorn, carrion fungus 996:earthstar 997:hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa 998:bolete 999:ear, spike, capitulum 1000:toilet tissue, toilet paper, bathroom tissue ================================================ FILE: modelvshuman/evaluation/metrics.py ================================================ """ Generic evaluation functionality: evaluate on several datasets. """ from abc import ABC, abstractmethod from .. import datasets from ..helper import human_categories as hc import numpy as np import torch import copy from .. import constants as c from ..datasets import info_mappings class Metric(ABC): def __init__(self, name): self.name = name self.reset() def check_input(self, output, target, assert_ndarray=True): assert type(output) is np.ndarray assert len(output.shape) == 2, "output needs to have len(output.shape) == 2 instead of " + str(len(output.shape)) if assert_ndarray: assert type(target) is np.ndarray assert output.shape[0] == target.shape[0] @abstractmethod def update(self, predictions, targets, paths): pass @abstractmethod def reset(self): pass @property @abstractmethod def value(self): pass def __str__(self): return "{}: {}".format(self.name, self.value) class Accuracy(Metric): def __init__(self, name=None, topk=1): if name is None: name = "accuracy (top-{})".format(topk) super(Accuracy, self).__init__(name) self.topk = topk def reset(self): self._sum = 0 self._count = 0 def update(self, predictions, targets, paths): correct = [t in p[:self.topk] for t, p in zip(targets, predictions)] self._sum += np.sum(correct) self._count += len(predictions) @property def value(self): if self._count == 0: return 0 return self._sum / self._count def __str__(self): return "{0:s}: {1:3.2f}".format(self.name, self.value * 100) ================================================ FILE: modelvshuman/helper/__init__.py ================================================ ================================================ FILE: modelvshuman/helper/categories.txt ================================================ n01440764 tench, Tinca tinca n01443537 goldfish, Carassius auratus n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias n01491361 tiger shark, Galeocerdo cuvieri n01494475 hammerhead, hammerhead shark n01496331 electric ray, crampfish, numbfish, torpedo n01498041 stingray n01514668 cock n01514859 hen n01518878 ostrich, Struthio camelus n01530575 brambling, Fringilla montifringilla n01531178 goldfinch, Carduelis carduelis n01532829 house finch, linnet, Carpodacus mexicanus n01534433 junco, snowbird n01537544 indigo bunting, indigo finch, indigo bird, Passerina cyanea n01558993 robin, American robin, Turdus migratorius n01560419 bulbul n01580077 jay n01582220 magpie n01592084 chickadee n01601694 water ouzel, dipper n01608432 kite n01614925 bald eagle, American eagle, Haliaeetus leucocephalus n01616318 vulture n01622779 great grey owl, great gray owl, Strix nebulosa n01629819 European fire salamander, Salamandra salamandra n01630670 common newt, Triturus vulgaris n01631663 eft n01632458 spotted salamander, Ambystoma maculatum n01632777 axolotl, mud puppy, Ambystoma mexicanum n01641577 bullfrog, Rana catesbeiana n01644373 tree frog, tree-frog n01644900 tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui n01664065 loggerhead, loggerhead turtle, Caretta caretta n01665541 leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea n01667114 mud turtle n01667778 terrapin n01669191 box turtle, box tortoise n01675722 banded gecko n01677366 common iguana, iguana, Iguana iguana n01682714 American chameleon, anole, Anolis carolinensis n01685808 whiptail, whiptail lizard n01687978 agama n01688243 frilled lizard, Chlamydosaurus kingi n01689811 alligator lizard n01692333 Gila monster, Heloderma suspectum n01693334 green lizard, Lacerta viridis n01694178 African chameleon, Chamaeleo chamaeleon n01695060 Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis n01697457 African crocodile, Nile crocodile, Crocodylus niloticus n01698640 American alligator, Alligator mississipiensis n01704323 triceratops n01728572 thunder snake, worm snake, Carphophis amoenus n01728920 ringneck snake, ring-necked snake, ring snake n01729322 hognose snake, puff adder, sand viper n01729977 green snake, grass snake n01734418 king snake, kingsnake n01735189 garter snake, grass snake n01737021 water snake n01739381 vine snake n01740131 night snake, Hypsiglena torquata n01742172 boa constrictor, Constrictor constrictor n01744401 rock python, rock snake, Python sebae n01748264 Indian cobra, Naja naja n01749939 green mamba n01751748 sea snake n01753488 horned viper, cerastes, sand viper, horned asp, Cerastes cornutus n01755581 diamondback, diamondback rattlesnake, Crotalus adamanteus n01756291 sidewinder, horned rattlesnake, Crotalus cerastes n01768244 trilobite n01770081 harvestman, daddy longlegs, Phalangium opilio n01770393 scorpion n01773157 black and gold garden spider, Argiope aurantia n01773549 barn spider, Araneus cavaticus n01773797 garden spider, Aranea diademata n01774384 black widow, Latrodectus mactans n01774750 tarantula n01775062 wolf spider, hunting spider n01776313 tick n01784675 centipede n01795545 black grouse n01796340 ptarmigan n01797886 ruffed grouse, partridge, Bonasa umbellus n01798484 prairie chicken, prairie grouse, prairie fowl n01806143 peacock n01806567 quail n01807496 partridge n01817953 African grey, African gray, Psittacus erithacus n01818515 macaw n01819313 sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita n01820546 lorikeet n01824575 coucal n01828970 bee eater n01829413 hornbill n01833805 hummingbird n01843065 jacamar n01843383 toucan n01847000 drake n01855032 red-breasted merganser, Mergus serrator n01855672 goose n01860187 black swan, Cygnus atratus n01871265 tusker n01872401 echidna, spiny anteater, anteater n01873310 platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus n01877812 wallaby, brush kangaroo n01882714 koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus n01883070 wombat n01910747 jellyfish n01914609 sea anemone, anemone n01917289 brain coral n01924916 flatworm, platyhelminth n01930112 nematode, nematode worm, roundworm n01943899 conch n01944390 snail n01945685 slug n01950731 sea slug, nudibranch n01955084 chiton, coat-of-mail shell, sea cradle, polyplacophore n01968897 chambered nautilus, pearly nautilus, nautilus n01978287 Dungeness crab, Cancer magister n01978455 rock crab, Cancer irroratus n01980166 fiddler crab n01981276 king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica n01983481 American lobster, Northern lobster, Maine lobster, Homarus americanus n01984695 spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish n01985128 crayfish, crawfish, crawdad, crawdaddy n01986214 hermit crab n01990800 isopod n02002556 white stork, Ciconia ciconia n02002724 black stork, Ciconia nigra n02006656 spoonbill n02007558 flamingo n02009229 little blue heron, Egretta caerulea n02009912 American egret, great white heron, Egretta albus n02011460 bittern n02012849 crane n02013706 limpkin, Aramus pictus n02017213 European gallinule, Porphyrio porphyrio n02018207 American coot, marsh hen, mud hen, water hen, Fulica americana n02018795 bustard n02025239 ruddy turnstone, Arenaria interpres n02027492 red-backed sandpiper, dunlin, Erolia alpina n02028035 redshank, Tringa totanus n02033041 dowitcher n02037110 oystercatcher, oyster catcher n02051845 pelican n02056570 king penguin, Aptenodytes patagonica n02058221 albatross, mollymawk n02066245 grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus n02071294 killer whale, killer, orca, grampus, sea wolf, Orcinus orca n02074367 dugong, Dugong dugon n02077923 sea lion n02085620 Chihuahua n02085782 Japanese spaniel n02085936 Maltese dog, Maltese terrier, Maltese n02086079 Pekinese, Pekingese, Peke n02086240 Shih-Tzu n02086646 Blenheim spaniel n02086910 papillon n02087046 toy terrier n02087394 Rhodesian ridgeback n02088094 Afghan hound, Afghan n02088238 basset, basset hound n02088364 beagle n02088466 bloodhound, sleuthhound n02088632 bluetick n02089078 black-and-tan coonhound n02089867 Walker hound, Walker foxhound n02089973 English foxhound n02090379 redbone n02090622 borzoi, Russian wolfhound n02090721 Irish wolfhound n02091032 Italian greyhound n02091134 whippet n02091244 Ibizan hound, Ibizan Podenco n02091467 Norwegian elkhound, elkhound n02091635 otterhound, otter hound n02091831 Saluki, gazelle hound n02092002 Scottish deerhound, deerhound n02092339 Weimaraner n02093256 Staffordshire bullterrier, Staffordshire bull terrier n02093428 American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier n02093647 Bedlington terrier n02093754 Border terrier n02093859 Kerry blue terrier n02093991 Irish terrier n02094114 Norfolk terrier n02094258 Norwich terrier n02094433 Yorkshire terrier n02095314 wire-haired fox terrier n02095570 Lakeland terrier n02095889 Sealyham terrier, Sealyham n02096051 Airedale, Airedale terrier n02096177 cairn, cairn terrier n02096294 Australian terrier n02096437 Dandie Dinmont, Dandie Dinmont terrier n02096585 Boston bull, Boston terrier n02097047 miniature schnauzer n02097130 giant schnauzer n02097209 standard schnauzer n02097298 Scotch terrier, Scottish terrier, Scottie n02097474 Tibetan terrier, chrysanthemum dog n02097658 silky terrier, Sydney silky n02098105 soft-coated wheaten terrier n02098286 West Highland white terrier n02098413 Lhasa, Lhasa apso n02099267 flat-coated retriever n02099429 curly-coated retriever n02099601 golden retriever n02099712 Labrador retriever n02099849 Chesapeake Bay retriever n02100236 German short-haired pointer n02100583 vizsla, Hungarian pointer n02100735 English setter n02100877 Irish setter, red setter n02101006 Gordon setter n02101388 Brittany spaniel n02101556 clumber, clumber spaniel n02102040 English springer, English springer spaniel n02102177 Welsh springer spaniel n02102318 cocker spaniel, English cocker spaniel, cocker n02102480 Sussex spaniel n02102973 Irish water spaniel n02104029 kuvasz n02104365 schipperke n02105056 groenendael n02105162 malinois n02105251 briard n02105412 kelpie n02105505 komondor n02105641 Old English sheepdog, bobtail n02105855 Shetland sheepdog, Shetland sheep dog, Shetland n02106030 collie n02106166 Border collie n02106382 Bouvier des Flandres, Bouviers des Flandres n02106550 Rottweiler n02106662 German shepherd, German shepherd dog, German police dog, alsatian n02107142 Doberman, Doberman pinscher n02107312 miniature pinscher n02107574 Greater Swiss Mountain dog n02107683 Bernese mountain dog n02107908 Appenzeller n02108000 EntleBucher n02108089 boxer n02108422 bull mastiff n02108551 Tibetan mastiff n02108915 French bulldog n02109047 Great Dane n02109525 Saint Bernard, St Bernard n02109961 Eskimo dog, husky n02110063 malamute, malemute, Alaskan malamute n02110185 Siberian husky n02110341 dalmatian, coach dog, carriage dog n02110627 affenpinscher, monkey pinscher, monkey dog n02110806 basenji n02110958 pug, pug-dog n02111129 Leonberg n02111277 Newfoundland, Newfoundland dog n02111500 Great Pyrenees n02111889 Samoyed, Samoyede n02112018 Pomeranian n02112137 chow, chow chow n02112350 keeshond n02112706 Brabancon griffon n02113023 Pembroke, Pembroke Welsh corgi n02113186 Cardigan, Cardigan Welsh corgi n02113624 toy poodle n02113712 miniature poodle n02113799 standard poodle n02113978 Mexican hairless n02114367 timber wolf, grey wolf, gray wolf, Canis lupus n02114548 white wolf, Arctic wolf, Canis lupus tundrarum n02114712 red wolf, maned wolf, Canis rufus, Canis niger n02114855 coyote, prairie wolf, brush wolf, Canis latrans n02115641 dingo, warrigal, warragal, Canis dingo n02115913 dhole, Cuon alpinus n02116738 African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus n02117135 hyena, hyaena n02119022 red fox, Vulpes vulpes n02119789 kit fox, Vulpes macrotis n02120079 Arctic fox, white fox, Alopex lagopus n02120505 grey fox, gray fox, Urocyon cinereoargenteus n02123045 tabby, tabby cat n02123159 tiger cat n02123394 Persian cat n02123597 Siamese cat, Siamese n02124075 Egyptian cat n02125311 cougar, puma, catamount, mountain lion, painter, panther, Felis concolor n02127052 lynx, catamount n02128385 leopard, Panthera pardus n02128757 snow leopard, ounce, Panthera uncia n02128925 jaguar, panther, Panthera onca, Felis onca n02129165 lion, king of beasts, Panthera leo n02129604 tiger, Panthera tigris n02130308 cheetah, chetah, Acinonyx jubatus n02132136 brown bear, bruin, Ursus arctos n02133161 American black bear, black bear, Ursus americanus, Euarctos americanus n02134084 ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus n02134418 sloth bear, Melursus ursinus, Ursus ursinus n02137549 mongoose n02138441 meerkat, mierkat n02165105 tiger beetle n02165456 ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle n02167151 ground beetle, carabid beetle n02168699 long-horned beetle, longicorn, longicorn beetle n02169497 leaf beetle, chrysomelid n02172182 dung beetle n02174001 rhinoceros beetle n02177972 weevil n02190166 fly n02206856 bee n02219486 ant, emmet, pismire n02226429 grasshopper, hopper n02229544 cricket n02231487 walking stick, walkingstick, stick insect n02233338 cockroach, roach n02236044 mantis, mantid n02256656 cicada, cicala n02259212 leafhopper n02264363 lacewing, lacewing fly n02268443 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk n02268853 damselfly n02276258 admiral n02277742 ringlet, ringlet butterfly n02279972 monarch, monarch butterfly, milkweed butterfly, Danaus plexippus n02280649 cabbage butterfly n02281406 sulphur butterfly, sulfur butterfly n02281787 lycaenid, lycaenid butterfly n02317335 starfish, sea star n02319095 sea urchin n02321529 sea cucumber, holothurian n02325366 wood rabbit, cottontail, cottontail rabbit n02326432 hare n02328150 Angora, Angora rabbit n02342885 hamster n02346627 porcupine, hedgehog n02356798 fox squirrel, eastern fox squirrel, Sciurus niger n02361337 marmot n02363005 beaver n02364673 guinea pig, Cavia cobaya n02389026 sorrel n02391049 zebra n02395406 hog, pig, grunter, squealer, Sus scrofa n02396427 wild boar, boar, Sus scrofa n02397096 warthog n02398521 hippopotamus, hippo, river horse, Hippopotamus amphibius n02403003 ox n02408429 water buffalo, water ox, Asiatic buffalo, Bubalus bubalis n02410509 bison n02412080 ram, tup n02415577 bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis n02417914 ibex, Capra ibex n02422106 hartebeest n02422699 impala, Aepyceros melampus n02423022 gazelle n02437312 Arabian camel, dromedary, Camelus dromedarius n02437616 llama n02441942 weasel n02442845 mink n02443114 polecat, fitch, foulmart, foumart, Mustela putorius n02443484 black-footed ferret, ferret, Mustela nigripes n02444819 otter n02445715 skunk, polecat, wood pussy n02447366 badger n02454379 armadillo n02457408 three-toed sloth, ai, Bradypus tridactylus n02480495 orangutan, orang, orangutang, Pongo pygmaeus n02480855 gorilla, Gorilla gorilla n02481823 chimpanzee, chimp, Pan troglodytes n02483362 gibbon, Hylobates lar n02483708 siamang, Hylobates syndactylus, Symphalangus syndactylus n02484975 guenon, guenon monkey n02486261 patas, hussar monkey, Erythrocebus patas n02486410 baboon n02487347 macaque n02488291 langur n02488702 colobus, colobus monkey n02489166 proboscis monkey, Nasalis larvatus n02490219 marmoset n02492035 capuchin, ringtail, Cebus capucinus n02492660 howler monkey, howler n02493509 titi, titi monkey n02493793 spider monkey, Ateles geoffroyi n02494079 squirrel monkey, Saimiri sciureus n02497673 Madagascar cat, ring-tailed lemur, Lemur catta n02500267 indri, indris, Indri indri, Indri brevicaudatus n02504013 Indian elephant, Elephas maximus n02504458 African elephant, Loxodonta africana n02509815 lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens n02510455 giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca n02514041 barracouta, snoek n02526121 eel n02536864 coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch n02606052 rock beauty, Holocanthus tricolor n02607072 anemone fish n02640242 sturgeon n02641379 gar, garfish, garpike, billfish, Lepisosteus osseus n02643566 lionfish n02655020 puffer, pufferfish, blowfish, globefish n02666196 abacus n02667093 abaya n02669723 academic gown, academic robe, judge's robe n02672831 accordion, piano accordion, squeeze box n02676566 acoustic guitar n02687172 aircraft carrier, carrier, flattop, attack aircraft carrier n02690373 airliner n02692877 airship, dirigible n02699494 altar n02701002 ambulance n02704792 amphibian, amphibious vehicle n02708093 analog clock n02727426 apiary, bee house n02730930 apron n02747177 ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin n02749479 assault rifle, assault gun n02769748 backpack, back pack, knapsack, packsack, rucksack, haversack n02776631 bakery, bakeshop, bakehouse n02777292 balance beam, beam n02782093 balloon n02783161 ballpoint, ballpoint pen, ballpen, Biro n02786058 Band Aid n02787622 banjo n02788148 bannister, banister, balustrade, balusters, handrail n02790996 barbell n02791124 barber chair n02791270 barbershop n02793495 barn n02794156 barometer n02795169 barrel, cask n02797295 barrow, garden cart, lawn cart, wheelbarrow n02799071 baseball n02802426 basketball n02804414 bassinet n02804610 bassoon n02807133 bathing cap, swimming cap n02808304 bath towel n02808440 bathtub, bathing tub, bath, tub n02814533 beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon n02814860 beacon, lighthouse, beacon light, pharos n02815834 beaker n02817516 bearskin, busby, shako n02823428 beer bottle n02823750 beer glass n02825657 bell cote, bell cot n02834397 bib n02835271 bicycle-built-for-two, tandem bicycle, tandem n02837789 bikini, two-piece n02840245 binder, ring-binder n02841315 binoculars, field glasses, opera glasses n02843684 birdhouse n02859443 boathouse n02860847 bobsled, bobsleigh, bob n02865351 bolo tie, bolo, bola tie, bola n02869837 bonnet, poke bonnet n02870880 bookcase n02871525 bookshop, bookstore, bookstall n02877765 bottlecap n02879718 bow n02883205 bow tie, bow-tie, bowtie n02892201 brass, memorial tablet, plaque n02892767 brassiere, bra, bandeau n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty n02895154 breastplate, aegis, egis n02906734 broom n02909870 bucket, pail n02910353 buckle n02916936 bulletproof vest n02917067 bullet train, bullet n02927161 butcher shop, meat market n02930766 cab, hack, taxi, taxicab n02939185 caldron, cauldron n02948072 candle, taper, wax light n02950826 cannon n02951358 canoe n02951585 can opener, tin opener n02963159 cardigan n02965783 car mirror n02966193 carousel, carrousel, merry-go-round, roundabout, whirligig n02966687 carpenter's kit, tool kit n02971356 carton n02974003 car wheel n02977058 cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM n02978881 cassette n02979186 cassette player n02980441 castle n02981792 catamaran n02988304 CD player n02992211 cello, violoncello n02992529 cellular telephone, cellular phone, cellphone, cell, mobile phone n02999410 chain n03000134 chainlink fence n03000247 chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour n03000684 chain saw, chainsaw n03014705 chest n03016953 chiffonier, commode n03017168 chime, bell, gong n03018349 china cabinet, china closet n03026506 Christmas stocking n03028079 church, church building n03032252 cinema, movie theater, movie theatre, movie house, picture palace n03041632 cleaver, meat cleaver, chopper n03042490 cliff dwelling n03045698 cloak n03047690 clog, geta, patten, sabot n03062245 cocktail shaker n03063599 coffee mug n03063689 coffeepot n03065424 coil, spiral, volute, whorl, helix n03075370 combination lock n03085013 computer keyboard, keypad n03089624 confectionery, confectionary, candy store n03095699 container ship, containership, container vessel n03100240 convertible n03109150 corkscrew, bottle screw n03110669 cornet, horn, trumpet, trump n03124043 cowboy boot n03124170 cowboy hat, ten-gallon hat n03125729 cradle n03126707 crane n03127747 crash helmet n03127925 crate n03131574 crib, cot n03133878 Crock Pot n03134739 croquet ball n03141823 crutch n03146219 cuirass n03160309 dam, dike, dyke n03179701 desk n03180011 desktop computer n03187595 dial telephone, dial phone n03188531 diaper, nappy, napkin n03196217 digital clock n03197337 digital watch n03201208 dining table, board n03207743 dishrag, dishcloth n03207941 dishwasher, dish washer, dishwashing machine n03208938 disk brake, disc brake n03216828 dock, dockage, docking facility n03218198 dogsled, dog sled, dog sleigh n03220513 dome n03223299 doormat, welcome mat n03240683 drilling platform, offshore rig n03249569 drum, membranophone, tympan n03250847 drumstick n03255030 dumbbell n03259280 Dutch oven n03271574 electric fan, blower n03272010 electric guitar n03272562 electric locomotive n03290653 entertainment center n03291819 envelope n03297495 espresso maker n03314780 face powder n03325584 feather boa, boa n03337140 file, file cabinet, filing cabinet n03344393 fireboat n03345487 fire engine, fire truck n03347037 fire screen, fireguard n03355925 flagpole, flagstaff n03372029 flute, transverse flute n03376595 folding chair n03379051 football helmet n03384352 forklift n03388043 fountain n03388183 fountain pen n03388549 four-poster n03393912 freight car n03394916 French horn, horn n03400231 frying pan, frypan, skillet n03404251 fur coat n03417042 garbage truck, dustcart n03424325 gasmask, respirator, gas helmet n03425413 gas pump, gasoline pump, petrol pump, island dispenser n03443371 goblet n03444034 go-kart n03445777 golf ball n03445924 golfcart, golf cart n03447447 gondola n03447721 gong, tam-tam n03450230 gown n03452741 grand piano, grand n03457902 greenhouse, nursery, glasshouse n03459775 grille, radiator grille n03461385 grocery store, grocery, food market, market n03467068 guillotine n03476684 hair slide n03476991 hair spray n03478589 half track n03481172 hammer n03482405 hamper n03483316 hand blower, blow dryer, blow drier, hair dryer, hair drier n03485407 hand-held computer, hand-held microcomputer n03485794 handkerchief, hankie, hanky, hankey n03492542 hard disc, hard disk, fixed disk n03494278 harmonica, mouth organ, harp, mouth harp n03495258 harp n03496892 harvester, reaper n03498962 hatchet n03527444 holster n03529860 home theater, home theatre n03530642 honeycomb n03532672 hook, claw n03534580 hoopskirt, crinoline n03535780 horizontal bar, high bar n03538406 horse cart, horse-cart n03544143 hourglass n03584254 iPod n03584829 iron, smoothing iron n03590841 jack-o'-lantern n03594734 jean, blue jean, denim n03594945 jeep, landrover n03595614 jersey, T-shirt, tee shirt n03598930 jigsaw puzzle n03599486 jinrikisha, ricksha, rickshaw n03602883 joystick n03617480 kimono n03623198 knee pad n03627232 knot n03630383 lab coat, laboratory coat n03633091 ladle n03637318 lampshade, lamp shade n03642806 laptop, laptop computer n03649909 lawn mower, mower n03657121 lens cap, lens cover n03658185 letter opener, paper knife, paperknife n03661043 library n03662601 lifeboat n03666591 lighter, light, igniter, ignitor n03670208 limousine, limo n03673027 liner, ocean liner n03676483 lipstick, lip rouge n03680355 Loafer n03690938 lotion n03691459 loudspeaker, speaker, speaker unit, loudspeaker system, speaker system n03692522 loupe, jeweler's loupe n03697007 lumbermill, sawmill n03706229 magnetic compass n03709823 mailbag, postbag n03710193 mailbox, letter box n03710637 maillot n03710721 maillot, tank suit n03717622 manhole cover n03720891 maraca n03721384 marimba, xylophone n03724870 mask n03729826 matchstick n03733131 maypole n03733281 maze, labyrinth n03733805 measuring cup n03742115 medicine chest, medicine cabinet n03743016 megalith, megalithic structure n03759954 microphone, mike n03761084 microwave, microwave oven n03763968 military uniform n03764736 milk can n03769881 minibus n03770439 miniskirt, mini n03770679 minivan n03773504 missile n03775071 mitten n03775546 mixing bowl n03776460 mobile home, manufactured home n03777568 Model T n03777754 modem n03781244 monastery n03782006 monitor n03785016 moped n03786901 mortar n03787032 mortarboard n03788195 mosque n03788365 mosquito net n03791053 motor scooter, scooter n03792782 mountain bike, all-terrain bike, off-roader n03792972 mountain tent n03793489 mouse, computer mouse n03794056 mousetrap n03796401 moving van n03803284 muzzle n03804744 nail n03814639 neck brace n03814906 necklace n03825788 nipple n03832673 notebook, notebook computer n03837869 obelisk n03838899 oboe, hautboy, hautbois n03840681 ocarina, sweet potato n03841143 odometer, hodometer, mileometer, milometer n03843555 oil filter n03854065 organ, pipe organ n03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO n03866082 overskirt n03868242 oxcart n03868863 oxygen mask n03871628 packet n03873416 paddle, boat paddle n03874293 paddlewheel, paddle wheel n03874599 padlock n03876231 paintbrush n03877472 pajama, pyjama, pj's, jammies n03877845 palace n03884397 panpipe, pandean pipe, syrinx n03887697 paper towel n03888257 parachute, chute n03888605 parallel bars, bars n03891251 park bench n03891332 parking meter n03895866 passenger car, coach, carriage n03899768 patio, terrace n03902125 pay-phone, pay-station n03903868 pedestal, plinth, footstall n03908618 pencil box, pencil case n03908714 pencil sharpener n03916031 perfume, essence n03920288 Petri dish n03924679 photocopier n03929660 pick, plectrum, plectron n03929855 pickelhaube n03930313 picket fence, paling n03930630 pickup, pickup truck n03933933 pier n03935335 piggy bank, penny bank n03937543 pill bottle n03938244 pillow n03942813 ping-pong ball n03944341 pinwheel n03947888 pirate, pirate ship n03950228 pitcher, ewer n03954731 plane, carpenter's plane, woodworking plane n03956157 planetarium n03958227 plastic bag n03961711 plate rack n03967562 plow, plough n03970156 plunger, plumber's helper n03976467 Polaroid camera, Polaroid Land camera n03976657 pole n03977966 police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria n03980874 poncho n03982430 pool table, billiard table, snooker table n03983396 pop bottle, soda bottle n03991062 pot, flowerpot n03992509 potter's wheel n03995372 power drill n03998194 prayer rug, prayer mat n04004767 printer n04005630 prison, prison house n04008634 projectile, missile n04009552 projector n04019541 puck, hockey puck n04023962 punching bag, punch bag, punching ball, punchball n04026417 purse n04033901 quill, quill pen n04033995 quilt, comforter, comfort, puff n04037443 racer, race car, racing car n04039381 racket, racquet n04040759 radiator n04041544 radio, wireless n04044716 radio telescope, radio reflector n04049303 rain barrel n04065272 recreational vehicle, RV, R.V. n04067472 reel n04069434 reflex camera n04070727 refrigerator, icebox n04074963 remote control, remote n04081281 restaurant, eating house, eating place, eatery n04086273 revolver, six-gun, six-shooter n04090263 rifle n04099969 rocking chair, rocker n04111531 rotisserie n04116512 rubber eraser, rubber, pencil eraser n04118538 rugby ball n04118776 rule, ruler n04120489 running shoe n04125021 safe n04127249 safety pin n04131690 saltshaker, salt shaker n04133789 sandal n04136333 sarong n04141076 sax, saxophone n04141327 scabbard n04141975 scale, weighing machine n04146614 school bus n04147183 schooner n04149813 scoreboard n04152593 screen, CRT screen n04153751 screw n04154565 screwdriver n04162706 seat belt, seatbelt n04179913 sewing machine n04192698 shield, buckler n04200800 shoe shop, shoe-shop, shoe store n04201297 shoji n04204238 shopping basket n04204347 shopping cart n04208210 shovel n04209133 shower cap n04209239 shower curtain n04228054 ski n04229816 ski mask n04235860 sleeping bag n04238763 slide rule, slipstick n04239074 sliding door n04243546 slot, one-armed bandit n04251144 snorkel n04252077 snowmobile n04252225 snowplow, snowplough n04254120 soap dispenser n04254680 soccer ball n04254777 sock n04258138 solar dish, solar collector, solar furnace n04259630 sombrero n04263257 soup bowl n04264628 space bar n04265275 space heater n04266014 space shuttle n04270147 spatula n04273569 speedboat n04275548 spider web, spider's web n04277352 spindle n04285008 sports car, sport car n04286575 spotlight, spot n04296562 stage n04310018 steam locomotive n04311004 steel arch bridge n04311174 steel drum n04317175 stethoscope n04325704 stole n04326547 stone wall n04328186 stopwatch, stop watch n04330267 stove n04332243 strainer n04335435 streetcar, tram, tramcar, trolley, trolley car n04336792 stretcher n04344873 studio couch, day bed n04346328 stupa, tope n04347754 submarine, pigboat, sub, U-boat n04350905 suit, suit of clothes n04355338 sundial n04355933 sunglass n04356056 sunglasses, dark glasses, shades n04357314 sunscreen, sunblock, sun blocker n04366367 suspension bridge n04367480 swab, swob, mop n04370456 sweatshirt n04371430 swimming trunks, bathing trunks n04371774 swing n04372370 switch, electric switch, electrical switch n04376876 syringe n04380533 table lamp n04389033 tank, army tank, armored combat vehicle, armoured combat vehicle n04392985 tape player n04398044 teapot n04399382 teddy, teddy bear n04404412 television, television system n04409515 tennis ball n04417672 thatch, thatched roof n04418357 theater curtain, theatre curtain n04423845 thimble n04428191 thresher, thrasher, threshing machine n04429376 throne n04435653 tile roof n04442312 toaster n04443257 tobacco shop, tobacconist shop, tobacconist n04447861 toilet seat n04456115 torch n04458633 totem pole n04461696 tow truck, tow car, wrecker n04462240 toyshop n04465501 tractor n04467665 trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi n04476259 tray n04479046 trench coat n04482393 tricycle, trike, velocipede n04483307 trimaran n04485082 tripod n04486054 triumphal arch n04487081 trolleybus, trolley coach, trackless trolley n04487394 trombone n04493381 tub, vat n04501370 turnstile n04505470 typewriter keyboard n04507155 umbrella n04509417 unicycle, monocycle n04515003 upright, upright piano n04517823 vacuum, vacuum cleaner n04522168 vase n04523525 vault n04525038 velvet n04525305 vending machine n04532106 vestment n04532670 viaduct n04536866 violin, fiddle n04540053 volleyball n04542943 waffle iron n04548280 wall clock n04548362 wallet, billfold, notecase, pocketbook n04550184 wardrobe, closet, press n04552348 warplane, military plane n04553703 washbasin, handbasin, washbowl, lavabo, wash-hand basin n04554684 washer, automatic washer, washing machine n04557648 water bottle n04560804 water jug n04562935 water tower n04579145 whiskey jug n04579432 whistle n04584207 wig n04589890 window screen n04590129 window shade n04591157 Windsor tie n04591713 wine bottle n04592741 wing n04596742 wok n04597913 wooden spoon n04599235 wool, woolen, woollen n04604644 worm fence, snake fence, snake-rail fence, Virginia fence n04606251 wreck n04612504 yawl n04613696 yurt n06359193 web site, website, internet site, site n06596364 comic book n06785654 crossword puzzle, crossword n06794110 street sign n06874185 traffic light, traffic signal, stoplight n07248320 book jacket, dust cover, dust jacket, dust wrapper n07565083 menu n07579787 plate n07583066 guacamole n07584110 consomme n07590611 hot pot, hotpot n07613480 trifle n07614500 ice cream, icecream n07615774 ice lolly, lolly, lollipop, popsicle n07684084 French loaf n07693725 bagel, beigel n07695742 pretzel n07697313 cheeseburger n07697537 hotdog, hot dog, red hot n07711569 mashed potato n07714571 head cabbage n07714990 broccoli n07715103 cauliflower n07716358 zucchini, courgette n07716906 spaghetti squash n07717410 acorn squash n07717556 butternut squash n07718472 cucumber, cuke n07718747 artichoke, globe artichoke n07720875 bell pepper n07730033 cardoon n07734744 mushroom n07742313 Granny Smith n07745940 strawberry n07747607 orange n07749582 lemon n07753113 fig n07753275 pineapple, ananas n07753592 banana n07754684 jackfruit, jak, jack n07760859 custard apple n07768694 pomegranate n07802026 hay n07831146 carbonara n07836838 chocolate sauce, chocolate syrup n07860988 dough n07871810 meat loaf, meatloaf n07873807 pizza, pizza pie n07875152 potpie n07880968 burrito n07892512 red wine n07920052 espresso n07930864 cup n07932039 eggnog n09193705 alp n09229709 bubble n09246464 cliff, drop, drop-off n09256479 coral reef n09288635 geyser n09332890 lakeside, lakeshore n09399592 promontory, headland, head, foreland n09421951 sandbar, sand bar n09428293 seashore, coast, seacoast, sea-coast n09468604 valley, vale n09472597 volcano n09835506 ballplayer, baseball player n10148035 groom, bridegroom n10565667 scuba diver n11879895 rapeseed n11939491 daisy n12057211 yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum n12144580 corn n12267677 acorn n12620546 hip, rose hip, rosehip n12768682 buckeye, horse chestnut, conker n12985857 coral fungus n12998815 agaric n13037406 gyromitra n13040303 stinkhorn, carrion fungus n13044778 earthstar n13052670 hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa n13054560 bolete n13133613 ear, spike, capitulum n15075141 toilet tissue, toilet paper, bathroom tissue ================================================ FILE: modelvshuman/helper/human_categories.py ================================================ #!/usr/bin/env python """human_categories.py Code to define the class that deals with the specifics of the 16 categories used in Robert's human and DNN experiments. """ import numpy as np import os from . import wordnet_functions as wf def compute_imagenet_indices_for_category(category): """Return list of ImageNet indices that correspond to category. 'category' is part of the 16 classes. """ assert category in get_human_object_recognition_categories() categories = HumanCategories() indices = [] for i in range(0, 1000): WNID = wf.get_WNID_from_index(i) if categories.get_human_category_from_WNID(WNID) == category: indices.append(i) return indices def get_human_object_recognition_categories(): """Return the 16 categories that are used for the human experiment. To be more precise, return the categories that Robert uses in his object recognition experiment. """ return sorted(["knife", "keyboard", "elephant", "bicycle", "airplane", "clock", "oven", "chair", "bear", "boat", "cat", "bottle", "truck", "car", "bird", "dog"]) def get_num_human_categories(): """Return number of categories used in the object recogn. experiment.""" return len(get_human_object_recognition_categories()) class HumanCategories(object): #Note: Some WNIDs may not be part of the ilsvrc2012 database. # Those WNIDs were generated with: # wordnet_functions.get_ilsvrc2012_training_WNID("knife") etc. # Since this takes some time, they were collected here for # a massive speed-up in computation time. # and then Robert manually removed those who are in the # excluded categories (documented in vision-model-DNN/human_experiments/ # /documentation/category_information.ods) knife = frozenset(['n03041632']) keyboard = frozenset(['n03085013', 'n04505470']) elephant = frozenset(['n02504013', 'n02504458']) bicycle = frozenset(['n02835271', 'n03792782']) airplane = frozenset(['n02690373', 'n03955296', 'n13861050', 'n13941806']) clock = frozenset(['n02708093', 'n03196217', 'n04548280']) oven = frozenset(['n03259401', 'n04111414', 'n04111531']) chair = frozenset(['n02791124', 'n03376595', 'n04099969', 'n00605023', 'n04429376']) bear = frozenset(['n02132136', 'n02133161', 'n02134084', 'n02134418']) boat = frozenset(['n02951358', 'n03344393', 'n03662601', 'n04273569', 'n04612373', 'n04612504']) cat = frozenset(["n02122878", "n02123045", "n02123159", "n02126465", "n02123394", "n02123597", "n02124075", "n02125311"]) bottle = frozenset(['n02823428', 'n03937543', 'n03983396', 'n04557648', 'n04560804', 'n04579145', 'n04591713']) truck = frozenset(['n03345487', 'n03417042', 'n03770679', 'n03796401', 'n00319176', 'n01016201', 'n03930630', 'n03930777', 'n05061003', 'n06547832', 'n10432053', 'n03977966', 'n04461696', 'n04467665']) car = frozenset(['n02814533', 'n03100240', 'n03100346', 'n13419325', 'n04285008']) bird = frozenset(['n01321123', 'n01514859', 'n01792640', 'n07646067', 'n01530575', 'n01531178', 'n01532829', 'n01534433', 'n01537544', 'n01558993', 'n01562265', 'n01560419', 'n01582220', 'n10281276', 'n01592084', 'n01601694', 'n01614925', 'n01616318', 'n01622779', 'n01795545', 'n01796340', 'n01797886', 'n01798484', 'n01817953', 'n01818515', 'n01819313', 'n01820546', 'n01824575', 'n01828970', 'n01829413', 'n01833805', 'n01843065', 'n01843383', 'n01855032', 'n01855672', 'n07646821', 'n01860187', 'n02002556', 'n02002724', 'n02006656', 'n02007558', 'n02009229', 'n02009912', 'n02011460', 'n02013706', 'n02017213', 'n02018207', 'n02018795', 'n02025239', 'n02027492', 'n02028035', 'n02033041', 'n02037110', 'n02051845', 'n02056570']) dog = frozenset(['n02085782', 'n02085936', 'n02086079', 'n02086240', 'n02086646', 'n02086910', 'n02087046', 'n02087394', 'n02088094', 'n02088238', 'n02088364', 'n02088466', 'n02088632', 'n02089078', 'n02089867', 'n02089973', 'n02090379', 'n02090622', 'n02090721', 'n02091032', 'n02091134', 'n02091244', 'n02091467', 'n02091635', 'n02091831', 'n02092002', 'n02092339', 'n02093256', 'n02093428', 'n02093647', 'n02093754', 'n02093859', 'n02093991', 'n02094114', 'n02094258', 'n02094433', 'n02095314', 'n02095570', 'n02095889', 'n02096051', 'n02096294', 'n02096437', 'n02096585', 'n02097047', 'n02097130', 'n02097209', 'n02097298', 'n02097474', 'n02097658', 'n02098105', 'n02098286', 'n02099267', 'n02099429', 'n02099601', 'n02099712', 'n02099849', 'n02100236', 'n02100583', 'n02100735', 'n02100877', 'n02101006', 'n02101388', 'n02101556', 'n02102040', 'n02102177', 'n02102318', 'n02102480', 'n02102973', 'n02104029', 'n02104365', 'n02105056', 'n02105162', 'n02105251', 'n02105505', 'n02105641', 'n02105855', 'n02106030', 'n02106166', 'n02106382', 'n02106550', 'n02106662', 'n02107142', 'n02107312', 'n02107574', 'n02107683', 'n02107908', 'n02108000', 'n02108422', 'n02108551', 'n02108915', 'n02109047', 'n02109525', 'n02109961', 'n02110063', 'n02110185', 'n02110627', 'n02110806', 'n02110958', 'n02111129', 'n02111277', 'n08825211', 'n02111500', 'n02112018', 'n02112350', 'n02112706', 'n02113023', 'n02113624', 'n02113712', 'n02113799', 'n02113978']) airplane_indices = [404] bear_indices = [294, 295, 296, 297] bicycle_indices = [444, 671] bird_indices = [8, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 98, 99, 100, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145] boat_indices = [472, 554, 625, 814, 914] bottle_indices = [440, 720, 737, 898, 899, 901, 907] car_indices = [436, 511, 817] cat_indices = [281, 282, 283, 284, 285, 286] chair_indices = [423, 559, 765, 857] clock_indices = [409, 530, 892] dog_indices = [152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 243, 244, 245, 246, 247, 248, 249, 250, 252, 253, 254, 255, 256, 257, 259, 261, 262, 263, 265, 266, 267, 268] elephant_indices = [385, 386] keyboard_indices = [508, 878] knife_indices = [499] oven_indices = [766] truck_indices = [555, 569, 656, 675, 717, 734, 864, 867] def get_human_category_from_WNID(self, wnid): """Return the MS COCO category for a given WNID. Returns None if wnid is not part of the 16 human categories. parameters: - wnid: a string containing the wnid of an image, e.g. 'n03658185' """ categories = get_human_object_recognition_categories() for c in categories: attr = getattr(self, c) if wnid in attr: return c return None def get_imagenet_indices_for_category(self, category): """Return ImageNet indices that correspond to an entry-level category. Returns error if 'category' is not part of the 16 human categories. parameters: - category: a string, e.g. "dog" or "knife" """ assert category in get_human_object_recognition_categories() return getattr(self, category+"_indices") ================================================ FILE: modelvshuman/helper/plotting_helper.py ================================================ import pandas as pd import os from .. import constants as c def get_short_imagename(imagename): """Return image-specific suffix of imagename. This excludes a possible experiment-specific prefix, such as 0001_... for trial #1. """ splits = imagename.split("_") if len(splits) > 1: name = splits[-2:] if name[0].startswith("n0"): # ImageNet image: keep n0... prefix name = name[0] + "_" + name[1] else: name = name[1] else: name = splits[0] return name def read_data(path): """Read experimental data from csv file.""" assert os.path.exists(path) df = pd.read_csv(path) return df def read_all_csv_files_from_directory(dir_path): assert os.path.exists(dir_path) assert os.path.isdir(dir_path) df = pd.DataFrame() for f in sorted(os.listdir(dir_path)): if f.endswith(".csv"): df2 = read_data(os.path.join(dir_path, f)) df2.columns = [c.lower() for c in df2.columns] df = pd.concat([df, df2]) return df def get_experimental_data(dataset, print_name=False): """Read all available data for an experiment.""" if print_name: print(dataset.name) experiment_path = os.path.join(c.RAW_DATA_DIR, dataset.name) assert os.path.exists(experiment_path), experiment_path + " does not exist." df = read_all_csv_files_from_directory(experiment_path) df.condition = df.condition.astype(str) for experiment in dataset.experiments: if not set(experiment.data_conditions).issubset(set(df.condition.unique())): print(set(experiment.data_conditions)) print(set(df.condition.unique())) raise ValueError("Condition mismatch") df = df.copy() df["image_id"] = df["imagename"].apply(get_short_imagename) return df def crop_pdfs_in_directory(dir_path, suppress_output=True): """Crop all PDF plots in a directory (removing white borders), Args: dir_path: path to directory """ assert os.path.exists(dir_path) assert os.path.isdir(dir_path) x = "" if suppress_output: x = " > /dev/null" for file in sorted(os.listdir(dir_path)): if file.endswith(".pdf"): fullpath = os.path.join(dir_path, file) os.system("pdfcrop " + fullpath + " " + fullpath + x) ################################################################## # QUICK TESTS ################################################################## assert get_short_imagename("0000_cl_s01_bw_boat_40_n02951358_5952.JPEG") == "n02951358_5952.JPEG" assert get_short_imagename("airplane1-bicycle2.png") == "airplane1-bicycle2.png" ================================================ FILE: modelvshuman/helper/wordnet_functions.py ================================================ from os.path import join as pjoin import numpy as np from shutil import copyfile import os import linecache as lc from .. import constants as c categories = None WNIDs = None IMAGENET_CATEGORIES_FILE = pjoin(c.CODE_DIR, "helper", "categories.txt") def get_filenames_of_category(category, image_labels_path, categories): """Return a list of filenames of all images belonging to a category. category - a string specifying a (perhaps broad) category image_labels_path - a filepath to a file with all image labels, formatted in the ilsvrc2012 format categories - a list of all categories of the dataset. The order of categories has to be the same as used for the labelling. """ # get indices of all subcategories that belong to the category subcategories_list = [] counter = 0 for cat in categories: if is_hypernym(cat, category): subcategories_list.append(counter) counter += 1 image_list = [] with open(image_labels_path) as labels_file: for line in labels_file: image_name, image_label = line.split(" ") if int(image_label) in subcategories_list: image_list.append(image_name) return image_list def hypernyms_in_ilsvrc2012_categories(entity): """Return all hypernyms of categories.txt for a given entity. entity - a string, e.g. "furniture" Returns the children of the entity, e.g. "bed" and "chair" if there were both a "bed" and a "chair" in categories.txt (the imagenet categories). If the entity itself is contained, it will be returned as well. """ return get_hypernyms("categories.txt", entity) def get_hypernyms(categories_file, entity): """Return all hypernyms of categories for a given entity. entity - a string, e.g. "furniture" Returns the children of the entity, e.g. "bed" and "chair" if there were both a "bed" and a "chair" in the categories. If the entity itself is contained, it will be returned as well. """ hypers = [] with open(categories_file) as f: for line in f: category = get_category_from_line(line) cat_synset = wn.synsets(category)[0] if is_hypernym(category, entity): hypers.append(category) return hypers def get_ilsvrc2012_training_WNID(entity): """Return a WNID for each hypernym of entity. entity - a string, e.g. "furniture" Returns the WNIDs of the children of the entity, e.g. "bed" and "chair" if there were both a "bed" and a "chair" in the ilsvrc2012 categories. If the entity itself is contained, it will be returned as well. """ results = [] hypernyms = hypernyms_in_ilsvrc2012_categories(entity) for hyper in hypernyms: with open("WNID_synsets_mapping.txt") as f: for line in f: category = get_category_from_line(line) if category == hyper: print(line[:9]) results.append(line[:9]) return results def num_hypernyms_in_ilsvrc2012(entity): """Return number of hypernyms in the ilsvrc2012 categories for entity.""" return len(hypernyms_in_ilsvrc2012_categories(entity)) def get_ilsvrc2012_categories(): """ Return the first item of each synset of the ilsvrc2012 categories. Categories are lazy-loaded the first time they are needed. """ global categories if categories is None: categories = [] with open(IMAGENET_CATEGORIES_FILE) as f: for line in f: categories.append(get_category_from_line(line)) return categories def get_ilsvrc2012_WNIDs(): """ Return the first item of each synset of the ilsvrc2012 categories. Categories are lazy-loaded the first time they are needed. """ global WNIDs if WNIDs is None: WNIDs = [] with open(IMAGENET_CATEGORIES_FILE) as f: for line in f: WNIDs.append(get_WNID_from_line(line)) return WNIDs def get_category_from_line(line): """Return the category without anything else from categories.txt""" category = line.split(",")[0][10:] category = category.replace(" ", "_") category = category.replace("\n", "") return category def get_WNID_from_line(line): """Return the WNID without anything else from categories.txt""" WNID = line.split(" ")[0] return WNID def get_WNID_from_index(index): """Return WNID given an index of categories.txt""" assert (index >= 0 and index < 1000), "index needs to be within [0, 999]" file_path = IMAGENET_CATEGORIES_FILE assert(os.path.exists(file_path)), "path to categories.txt wrong!" line = lc.getline(file_path, index+1) return line.split(" ")[0] ================================================ FILE: modelvshuman/model_evaluator.py ================================================ import copy import datetime import logging import os import torch from tqdm import tqdm from .datasets import ToTensorflow from .evaluation import evaluate as e from .utils import load_dataset, load_model logger = logging.getLogger(__name__) MAX_NUM_MODELS_IN_CACHE = 3 def device(): return torch.device("cuda:0" if torch.cuda.is_available() else "cpu") class ModelEvaluator: def _pytorch_evaluator(self, model_name, model, dataset, *args, **kwargs): """ Evaluate Model on the given dataset and return the accuracy. Args: model_name: model: dataset: *args: **kwargs: """ logging_info = f"Evaluating model {model_name} on dataset {dataset.name} using Pytorch Evaluator" logger.info(logging_info) print(logging_info) for metric in dataset.metrics: metric.reset() with torch.no_grad(): result_writer = e.ResultPrinter(model_name=model_name, dataset=dataset) for images, target, paths in tqdm(dataset.loader): images = images.to(device()) logits = model.forward_batch(images) softmax_output = model.softmax(logits) if isinstance(target, torch.Tensor): batch_targets = model.to_numpy(target) else: batch_targets = target predictions = dataset.decision_mapping(softmax_output) for metric in dataset.metrics: metric.update(predictions, batch_targets, paths) if kwargs["print_predictions"]: result_writer.print_batch_to_csv(object_response=predictions, batch_targets=batch_targets, paths=paths) def _tensorflow_evaluator(self, model_name, model, dataset, *args, **kwargs): """ Evaluate Model on the given dataset and return the accuracy. Args: model_name: model: dataset: *args: **kwargs: Returns: accuracy """ logging_info = f"Evaluation model {model_name} on dataset {dataset.name} using Tensorflow Evaluator" logger.info(logging_info) print(logging_info) result_writer = e.ResultPrinter(model_name=model_name, dataset=dataset) for metric in dataset.metrics: metric.reset() for images, target, paths in tqdm(dataset.loader): logits = model.forward_batch(images) softmax_output = model.softmax(logits) predictions = dataset.decision_mapping(softmax_output) for metric in dataset.metrics: metric.update(predictions, target, paths) if kwargs["print_predictions"]: result_writer.print_batch_to_csv(object_response=predictions, batch_targets=target, paths=paths) def _get_datasets(self, dataset_names, *args, **kwargs): dataset_list = [] for dataset in dataset_names: dataset = load_dataset(dataset, *args, **kwargs) dataset_list.append(dataset) return dataset_list def _to_tensorflow(self, datasets): datasets = copy.deepcopy(datasets) new_datasets = [] for dataset in datasets: dataset.loader = ToTensorflow(dataset.loader) new_datasets.append(dataset) return new_datasets def _get_evaluator(self, framework): if framework == "tensorflow": return self._tensorflow_evaluator elif framework == 'pytorch': return self._pytorch_evaluator else: raise NameError("Unsupported evaluator") def _remove_model_from_cache(self, framework, model_name): def _format_name(name): return name.lower().replace("-", "_") try: if framework == "pytorch": cachedir = "/root/.cache/torch/checkpoints/" downloaded_models = os.listdir(cachedir) for dm in downloaded_models: if _format_name(dm).startswith(_format_name(model_name)): os.remove(os.path.join(cachedir, dm)) except: pass def __call__(self, models, dataset_names, *args, **kwargs): """ Wrapper call to _evaluate function. Args: models: dataset_names: *args: **kwargs: Returns: """ logging.info("Model evaluation.") _datasets = self._get_datasets(dataset_names, *args, **kwargs) for model_name in models: datasets = _datasets model, framework = load_model(model_name, *args) evaluator = self._get_evaluator(framework) if framework == 'tensorflow': datasets = self._to_tensorflow(datasets) logger.info(f"Loaded model: {model_name}") for dataset in datasets: # start time time_a = datetime.datetime.now() evaluator(model_name, model, dataset, *args, **kwargs) for metric in dataset.metrics: logger.info(str(metric)) print(metric) # end time time_b = datetime.datetime.now() c = time_b - time_a if kwargs["print_predictions"]: # print performances to csv for metric in dataset.metrics: e.print_performance_to_csv(model_name=model_name, dataset_name=dataset.name, performance=metric.value, metric_name=metric.name) if len(models) >= MAX_NUM_MODELS_IN_CACHE: self._remove_model_from_cache(framework, model_name) logger.info("Finished evaluation.") ================================================ FILE: modelvshuman/models/__init__.py ================================================ from .pytorch import model_zoo as pytorch_model_zoo from .tensorflow import model_zoo as tensorflow_model_zoo from .registry import list_models ================================================ FILE: modelvshuman/models/pytorch/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/adversarially_robust/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/adversarially_robust/robust_models.py ================================================ # Adapted from https://github.com/microsoft/robust-models-transfer by Santiago Cadena # @InProceedings{salman2020adversarially, # title={Do Adversarially Robust ImageNet Models Transfer Better?}, # author={Hadi Salman and Andrew Ilyas and Logan Engstrom and Ashish Kapoor and Aleksander Madry}, # year={2020}, # booktitle={ArXiv preprint arXiv:2007.08489} # } import torch from torch.hub import load_state_dict_from_url from torchvision.models import resnet50 __all__ = ['resnet50_l2_eps0', 'resnet50_l2_eps0_01', 'resnet50_l2_eps0_03', 'resnet50_l2_eps0_05', 'resnet50_l2_eps0_1', 'resnet50_l2_eps0_25', 'resnet50_l2_eps0_5', 'resnet50_l2_eps1', 'resnet50_l2_eps3', 'resnet50_l2_eps5'] model_urls = {"resnet50_l2_eps0": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.ckpt", "resnet50_l2_eps0_01": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.01.ckpt", "resnet50_l2_eps0_03": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.03.ckpt", "resnet50_l2_eps0_05": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.05.ckpt", "resnet50_l2_eps0_1": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.1.ckpt", "resnet50_l2_eps0_25": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.25.ckpt", "resnet50_l2_eps0_5": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.5.ckpt", "resnet50_l2_eps1": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps1.ckpt", "resnet50_l2_eps3": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps3.ckpt", "resnet50_l2_eps5": "https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps5.ckpt"} def _model(arch, model_fn, pretrained, progress, use_data_parallel, **kwargs): model = model_fn(pretrained=False) if pretrained: checkpoint = load_state_dict_from_url(model_urls[arch], progress=progress) sd = {k[len('module.model.'):]:v for k,v in checkpoint['model'].items()\ if k[:len('module.model.')] == 'module.model.'} # Consider only the model and not normalizers or attacker model.load_state_dict(sd) model = torch.nn.DataParallel(model) if use_data_parallel else model return model def resnet50_l2_eps0(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0 L2-robustness on ImageNet. Accuracy: 75.80. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_01(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.01 L2-robustness on ImageNet. Accuracy: 75.68. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_01', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_03(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.03 L2-robustness on ImageNet. Accuracy: 75.76. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_03', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_05(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.05 L2-robustness on ImageNet. Accuracy: 75.59. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_05', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_1(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.1 L2-robustness on ImageNet. Accuracy: 74.78. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_1', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_25(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.25 L2-robustness on ImageNet. Accuracy: 74.14. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_25', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps0_5(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 0.5 L2-robustness on ImageNet. Accuracy: 73.16. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps0_5', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps1(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 1.0 L2-robustness on ImageNet. Accuracy: 70.43. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps1', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps3(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 3.0 L2-robustness on ImageNet. Accuracy: 62.83. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps3', resnet50, pretrained, progress, use_data_parallel, **kwargs) def resnet50_l2_eps5(pretrained=True, progress=True, use_data_parallel=False, **kwargs): r""" Resnet50 with epsilon 5.0 L2-robustness on ImageNet. Accuracy: 56.13. By: https://github.com/microsoft/robust-models-transfer """ return _model('resnet50_l2_eps5', resnet50, pretrained, progress, use_data_parallel, **kwargs) ================================================ FILE: modelvshuman/models/pytorch/bagnets/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/bagnets/kerasnet.py ================================================ import keras from keras.models import load_model __all__ = ['bagnet9', 'bagnet17', 'bagnet33'] model_urls = { 'bagnet9': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet8.h5', 'bagnet17': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet16.h5', 'bagnet33': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet32.h5' } def bagnet9(): model_path = keras.utils.get_file( 'bagnet8.h5', model_urls['bagnet9'], cache_subdir='models', file_hash='5b70adc7c4ff77d932dbba485a5ea1d333a65e777a45511010f22e304a2fdd69') return load_model(model_path) def bagnet17(): model_path = keras.utils.get_file( 'bagnet16.h5', model_urls['bagnet17'], cache_subdir='models', file_hash='b262dfee15a86c91e6aa21bfd86505ecd20a539f7f7c72439d5b1d352dd98a1d') return load_model(model_path) def bagnet33(): model_path = keras.utils.get_file( 'bagnet32.h5', model_urls['bagnet33'], cache_subdir='models', file_hash='96d8842eec8b8ce5b3bc6a5f4ff3c8c0278df3722c12bc84408e1487811f8f0f') return load_model(model_path) ================================================ FILE: modelvshuman/models/pytorch/bagnets/pytorchnet.py ================================================ """ Code from https://github.com/wielandbrendel/bag-of-local-features-models Accessed 02.03.2020 """ import math import os import torch.nn as nn from torch.utils import model_zoo dir_path = os.path.dirname(os.path.realpath(__file__)) __all__ = ['bagnet9', 'bagnet17', 'bagnet33'] model_urls = { 'bagnet9': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet8-34f4ccd2.pth.tar', 'bagnet17': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet16-105524de.pth.tar', 'bagnet33': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet32-2ddd53ed.pth.tar', } class Bottleneck(nn.Module): expansion = 4 def __init__(self, inplanes, planes, stride=1, downsample=None, kernel_size=1): super(Bottleneck, self).__init__() # print('Creating bottleneck with kernel size {} and stride {} with padding {}'.format(kernel_size, stride, (kernel_size - 1) // 2)) self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False) self.bn1 = nn.BatchNorm2d(planes) self.conv2 = nn.Conv2d(planes, planes, kernel_size=kernel_size, stride=stride, padding=0, bias=False) # changed padding from (kernel_size - 1) // 2 self.bn2 = nn.BatchNorm2d(planes) self.conv3 = nn.Conv2d(planes, planes * 4, kernel_size=1, bias=False) self.bn3 = nn.BatchNorm2d(planes * 4) self.relu = nn.ReLU(inplace=True) self.downsample = downsample self.stride = stride def forward(self, x, **kwargs): residual = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) out = self.relu(out) out = self.conv3(out) out = self.bn3(out) if self.downsample is not None: residual = self.downsample(x) if residual.size(-1) != out.size(-1): diff = residual.size(-1) - out.size(-1) residual = residual[:, :, :-diff, :-diff] out += residual out = self.relu(out) return out class BagNet(nn.Module): def __init__(self, block, layers, strides=[1, 2, 2, 2], kernel3=[0, 0, 0, 0], num_classes=1000, avg_pool=True): self.inplanes = 64 super(BagNet, self).__init__() self.conv1 = nn.Conv2d(3, 64, kernel_size=1, stride=1, padding=0, bias=False) self.conv2 = nn.Conv2d(64, 64, kernel_size=3, stride=1, padding=0, bias=False) self.bn1 = nn.BatchNorm2d(64, momentum=0.001) self.relu = nn.ReLU(inplace=True) self.layer1 = self._make_layer(block, 64, layers[0], stride=strides[0], kernel3=kernel3[0], prefix='layer1') self.layer2 = self._make_layer(block, 128, layers[1], stride=strides[1], kernel3=kernel3[1], prefix='layer2') self.layer3 = self._make_layer(block, 256, layers[2], stride=strides[2], kernel3=kernel3[2], prefix='layer3') self.layer4 = self._make_layer(block, 512, layers[3], stride=strides[3], kernel3=kernel3[3], prefix='layer4') self.avgpool = nn.AvgPool2d(1, stride=1) self.fc = nn.Linear(512 * block.expansion, num_classes) self.avg_pool = avg_pool self.block = block for m in self.modules(): if isinstance(m, nn.Conv2d): n = m.kernel_size[0] * m.kernel_size[1] * m.out_channels m.weight.data.normal_(0, math.sqrt(2. / n)) elif isinstance(m, nn.BatchNorm2d): m.weight.data.fill_(1) m.bias.data.zero_() def _make_layer(self, block, planes, blocks, stride=1, kernel3=0, prefix=''): downsample = None if stride != 1 or self.inplanes != planes * block.expansion: downsample = nn.Sequential( nn.Conv2d(self.inplanes, planes * block.expansion, kernel_size=1, stride=stride, bias=False), nn.BatchNorm2d(planes * block.expansion), ) layers = [] kernel = 1 if kernel3 == 0 else 3 layers.append(block(self.inplanes, planes, stride, downsample, kernel_size=kernel)) self.inplanes = planes * block.expansion for i in range(1, blocks): kernel = 1 if kernel3 <= i else 3 layers.append(block(self.inplanes, planes, kernel_size=kernel)) return nn.Sequential(*layers) def forward(self, x): x = self.conv1(x) x = self.conv2(x) x = self.bn1(x) x = self.relu(x) x = self.layer1(x) x = self.layer2(x) x = self.layer3(x) x = self.layer4(x) if self.avg_pool: x = nn.AvgPool2d(x.size()[2], stride=1)(x) x = x.view(x.size(0), -1) x = self.fc(x) else: x = x.permute(0, 2, 3, 1) x = self.fc(x) return x def bagnet33(pretrained=False, strides=[2, 2, 2, 1], **kwargs): """Constructs a Bagnet-33 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 1, 1], **kwargs) if pretrained: model.load_state_dict(model_zoo.load_url(model_urls['bagnet33'])) return model def bagnet17(pretrained=False, strides=[2, 2, 2, 1], **kwargs): """Constructs a Bagnet-17 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 1, 0], **kwargs) if pretrained: model.load_state_dict(model_zoo.load_url(model_urls['bagnet17'])) return model def bagnet9(pretrained=False, strides=[2, 2, 2, 1], **kwargs): """Constructs a Bagnet-9 model. Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 0, 0], **kwargs) if pretrained: model.load_state_dict(model_zoo.load_url(model_urls['bagnet9'])) return model ================================================ FILE: modelvshuman/models/pytorch/clip/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/clip/imagenet_classes.py ================================================ imagenet_classes = ["tench", "goldfish", "great white shark", "tiger shark", "hammerhead shark", "electric ray", "stingray", "rooster", "hen", "ostrich", "brambling", "goldfinch", "house finch", "junco", "indigo bunting", "American robin", "bulbul", "jay", "magpie", "chickadee", "American dipper", "kite (bird of prey)", "bald eagle", "vulture", "great grey owl", "fire salamander", "smooth newt", "newt", "spotted salamander", "axolotl", "American bullfrog", "tree frog", "tailed frog", "loggerhead sea turtle", "leatherback sea turtle", "mud turtle", "terrapin", "box turtle", "banded gecko", "green iguana", "Carolina anole", "desert grassland whiptail lizard", "agama", "frilled-necked lizard", "alligator lizard", "Gila monster", "European green lizard", "chameleon", "Komodo dragon", "Nile crocodile", "American alligator", "triceratops", "worm snake", "ring-necked snake", "eastern hog-nosed snake", "smooth green snake", "kingsnake", "garter snake", "water snake", "vine snake", "night snake", "boa constrictor", "African rock python", "Indian cobra", "green mamba", "sea snake", "Saharan horned viper", "eastern diamondback rattlesnake", "sidewinder rattlesnake", "trilobite", "harvestman", "scorpion", "yellow garden spider", "barn spider", "European garden spider", "southern black widow", "tarantula", "wolf spider", "tick", "centipede", "black grouse", "ptarmigan", "ruffed grouse", "prairie grouse", "peafowl", "quail", "partridge", "african grey parrot", "macaw", "sulphur-crested cockatoo", "lorikeet", "coucal", "bee eater", "hornbill", "hummingbird", "jacamar", "toucan", "duck", "red-breasted merganser", "goose", "black swan", "tusker", "echidna", "platypus", "wallaby", "koala", "wombat", "jellyfish", "sea anemone", "brain coral", "flatworm", "nematode", "conch", "snail", "slug", "sea slug", "chiton", "chambered nautilus", "Dungeness crab", "rock crab", "fiddler crab", "red king crab", "American lobster", "spiny lobster", "crayfish", "hermit crab", "isopod", "white stork", "black stork", "spoonbill", "flamingo", "little blue heron", "great egret", "bittern bird", "crane bird", "limpkin", "common gallinule", "American coot", "bustard", "ruddy turnstone", "dunlin", "common redshank", "dowitcher", "oystercatcher", "pelican", "king penguin", "albatross", "grey whale", "killer whale", "dugong", "sea lion", "Chihuahua", "Japanese Chin", "Maltese", "Pekingese", "Shih Tzu", "King Charles Spaniel", "Papillon", "toy terrier", "Rhodesian Ridgeback", "Afghan Hound", "Basset Hound", "Beagle", "Bloodhound", "Bluetick Coonhound", "Black and Tan Coonhound", "Treeing Walker Coonhound", "English foxhound", "Redbone Coonhound", "borzoi", "Irish Wolfhound", "Italian Greyhound", "Whippet", "Ibizan Hound", "Norwegian Elkhound", "Otterhound", "Saluki", "Scottish Deerhound", "Weimaraner", "Staffordshire Bull Terrier", "American Staffordshire Terrier", "Bedlington Terrier", "Border Terrier", "Kerry Blue Terrier", "Irish Terrier", "Norfolk Terrier", "Norwich Terrier", "Yorkshire Terrier", "Wire Fox Terrier", "Lakeland Terrier", "Sealyham Terrier", "Airedale Terrier", "Cairn Terrier", "Australian Terrier", "Dandie Dinmont Terrier", "Boston Terrier", "Miniature Schnauzer", "Giant Schnauzer", "Standard Schnauzer", "Scottish Terrier", "Tibetan Terrier", "Australian Silky Terrier", "Soft-coated Wheaten Terrier", "West Highland White Terrier", "Lhasa Apso", "Flat-Coated Retriever", "Curly-coated Retriever", "Golden Retriever", "Labrador Retriever", "Chesapeake Bay Retriever", "German Shorthaired Pointer", "Vizsla", "English Setter", "Irish Setter", "Gordon Setter", "Brittany dog", "Clumber Spaniel", "English Springer Spaniel", "Welsh Springer Spaniel", "Cocker Spaniel", "Sussex Spaniel", "Irish Water Spaniel", "Kuvasz", "Schipperke", "Groenendael dog", "Malinois", "Briard", "Australian Kelpie", "Komondor", "Old English Sheepdog", "Shetland Sheepdog", "collie", "Border Collie", "Bouvier des Flandres dog", "Rottweiler", "German Shepherd Dog", "Dobermann", "Miniature Pinscher", "Greater Swiss Mountain Dog", "Bernese Mountain Dog", "Appenzeller Sennenhund", "Entlebucher Sennenhund", "Boxer", "Bullmastiff", "Tibetan Mastiff", "French Bulldog", "Great Dane", "St. Bernard", "husky", "Alaskan Malamute", "Siberian Husky", "Dalmatian", "Affenpinscher", "Basenji", "pug", "Leonberger", "Newfoundland dog", "Great Pyrenees dog", "Samoyed", "Pomeranian", "Chow Chow", "Keeshond", "brussels griffon", "Pembroke Welsh Corgi", "Cardigan Welsh Corgi", "Toy Poodle", "Miniature Poodle", "Standard Poodle", "Mexican hairless dog (xoloitzcuintli)", "grey wolf", "Alaskan tundra wolf", "red wolf or maned wolf", "coyote", "dingo", "dhole", "African wild dog", "hyena", "red fox", "kit fox", "Arctic fox", "grey fox", "tabby cat", "tiger cat", "Persian cat", "Siamese cat", "Egyptian Mau", "cougar", "lynx", "leopard", "snow leopard", "jaguar", "lion", "tiger", "cheetah", "brown bear", "American black bear", "polar bear", "sloth bear", "mongoose", "meerkat", "tiger beetle", "ladybug", "ground beetle", "longhorn beetle", "leaf beetle", "dung beetle", "rhinoceros beetle", "weevil", "fly", "bee", "ant", "grasshopper", "cricket insect", "stick insect", "cockroach", "praying mantis", "cicada", "leafhopper", "lacewing", "dragonfly", "damselfly", "red admiral butterfly", "ringlet butterfly", "monarch butterfly", "small white butterfly", "sulphur butterfly", "gossamer-winged butterfly", "starfish", "sea urchin", "sea cucumber", "cottontail rabbit", "hare", "Angora rabbit", "hamster", "porcupine", "fox squirrel", "marmot", "beaver", "guinea pig", "common sorrel horse", "zebra", "pig", "wild boar", "warthog", "hippopotamus", "ox", "water buffalo", "bison", "ram (adult male sheep)", "bighorn sheep", "Alpine ibex", "hartebeest", "impala (antelope)", "gazelle", "arabian camel", "llama", "weasel", "mink", "European polecat", "black-footed ferret", "otter", "skunk", "badger", "armadillo", "three-toed sloth", "orangutan", "gorilla", "chimpanzee", "gibbon", "siamang", "guenon", "patas monkey", "baboon", "macaque", "langur", "black-and-white colobus", "proboscis monkey", "marmoset", "white-headed capuchin", "howler monkey", "titi monkey", "Geoffroy's spider monkey", "common squirrel monkey", "ring-tailed lemur", "indri", "Asian elephant", "African bush elephant", "red panda", "giant panda", "snoek fish", "eel", "silver salmon", "rock beauty fish", "clownfish", "sturgeon", "gar fish", "lionfish", "pufferfish", "abacus", "abaya", "academic gown", "accordion", "acoustic guitar", "aircraft carrier", "airliner", "airship", "altar", "ambulance", "amphibious vehicle", "analog clock", "apiary", "apron", "trash can", "assault rifle", "backpack", "bakery", "balance beam", "balloon", "ballpoint pen", "Band-Aid", "banjo", "baluster / handrail", "barbell", "barber chair", "barbershop", "barn", "barometer", "barrel", "wheelbarrow", "baseball", "basketball", "bassinet", "bassoon", "swimming cap", "bath towel", "bathtub", "station wagon", "lighthouse", "beaker", "military hat (bearskin or shako)", "beer bottle", "beer glass", "bell tower", "baby bib", "tandem bicycle", "bikini", "ring binder", "binoculars", "birdhouse", "boathouse", "bobsleigh", "bolo tie", "poke bonnet", "bookcase", "bookstore", "bottle cap", "hunting bow", "bow tie", "brass memorial plaque", "bra", "breakwater", "breastplate", "broom", "bucket", "buckle", "bulletproof vest", "high-speed train", "butcher shop", "taxicab", "cauldron", "candle", "cannon", "canoe", "can opener", "cardigan", "car mirror", "carousel", "tool kit", "cardboard box / carton", "car wheel", "automated teller machine", "cassette", "cassette player", "castle", "catamaran", "CD player", "cello", "mobile phone", "chain", "chain-link fence", "chain mail", "chainsaw", "storage chest", "chiffonier", "bell or wind chime", "china cabinet", "Christmas stocking", "church", "movie theater", "cleaver", "cliff dwelling", "cloak", "clogs", "cocktail shaker", "coffee mug", "coffeemaker", "spiral or coil", "combination lock", "computer keyboard", "candy store", "container ship", "convertible", "corkscrew", "cornet", "cowboy boot", "cowboy hat", "cradle", "construction crane", "crash helmet", "crate", "infant bed", "Crock Pot", "croquet ball", "crutch", "cuirass", "dam", "desk", "desktop computer", "rotary dial telephone", "diaper", "digital clock", "digital watch", "dining table", "dishcloth", "dishwasher", "disc brake", "dock", "dog sled", "dome", "doormat", "drilling rig", "drum", "drumstick", "dumbbell", "Dutch oven", "electric fan", "electric guitar", "electric locomotive", "entertainment center", "envelope", "espresso machine", "face powder", "feather boa", "filing cabinet", "fireboat", "fire truck", "fire screen", "flagpole", "flute", "folding chair", "football helmet", "forklift", "fountain", "fountain pen", "four-poster bed", "freight car", "French horn", "frying pan", "fur coat", "garbage truck", "gas mask or respirator", "gas pump", "goblet", "go-kart", "golf ball", "golf cart", "gondola", "gong", "gown", "grand piano", "greenhouse", "radiator grille", "grocery store", "guillotine", "hair clip", "hair spray", "half-track", "hammer", "hamper", "hair dryer", "hand-held computer", "handkerchief", "hard disk drive", "harmonica", "harp", "combine harvester", "hatchet", "holster", "home theater", "honeycomb", "hook", "hoop skirt", "gymnastic horizontal bar", "horse-drawn vehicle", "hourglass", "iPod", "clothes iron", "carved pumpkin", "jeans", "jeep", "T-shirt", "jigsaw puzzle", "rickshaw", "joystick", "kimono", "knee pad", "knot", "lab coat", "ladle", "lampshade", "laptop computer", "lawn mower", "lens cap", "letter opener", "library", "lifeboat", "lighter", "limousine", "ocean liner", "lipstick", "slip-on shoe", "lotion", "music speaker", "loupe magnifying glass", "sawmill", "magnetic compass", "messenger bag", "mailbox", "tights", "one-piece bathing suit", "manhole cover", "maraca", "marimba", "mask", "matchstick", "maypole", "maze", "measuring cup", "medicine cabinet", "megalith", "microphone", "microwave oven", "military uniform", "milk can", "minibus", "miniskirt", "minivan", "missile", "mitten", "mixing bowl", "mobile home", "ford model t", "modem", "monastery", "monitor", "moped", "mortar and pestle", "graduation cap", "mosque", "mosquito net", "vespa", "mountain bike", "tent", "computer mouse", "mousetrap", "moving van", "muzzle", "metal nail", "neck brace", "necklace", "baby pacifier", "notebook computer", "obelisk", "oboe", "ocarina", "odometer", "oil filter", "pipe organ", "oscilloscope", "overskirt", "bullock cart", "oxygen mask", "product packet / packaging", "paddle", "paddle wheel", "padlock", "paintbrush", "pajamas", "palace", "pan flute", "paper towel", "parachute", "parallel bars", "park bench", "parking meter", "railroad car", "patio", "payphone", "pedestal", "pencil case", "pencil sharpener", "perfume", "Petri dish", "photocopier", "plectrum", "Pickelhaube", "picket fence", "pickup truck", "pier", "piggy bank", "pill bottle", "pillow", "ping-pong ball", "pinwheel", "pirate ship", "drink pitcher", "block plane", "planetarium", "plastic bag", "plate rack", "farm plow", "plunger", "Polaroid camera", "pole", "police van", "poncho", "pool table", "soda bottle", "plant pot", "potter's wheel", "power drill", "prayer rug", "printer", "prison", "missile", "projector", "hockey puck", "punching bag", "purse", "quill", "quilt", "race car", "racket", "radiator", "radio", "radio telescope", "rain barrel", "recreational vehicle", "fishing casting reel", "reflex camera", "refrigerator", "remote control", "restaurant", "revolver", "rifle", "rocking chair", "rotisserie", "eraser", "rugby ball", "ruler measuring stick", "sneaker", "safe", "safety pin", "salt shaker", "sandal", "sarong", "saxophone", "scabbard", "weighing scale", "school bus", "schooner", "scoreboard", "CRT monitor", "screw", "screwdriver", "seat belt", "sewing machine", "shield", "shoe store", "shoji screen / room divider", "shopping basket", "shopping cart", "shovel", "shower cap", "shower curtain", "ski", "balaclava ski mask", "sleeping bag", "slide rule", "sliding door", "slot machine", "snorkel", "snowmobile", "snowplow", "soap dispenser", "soccer ball", "sock", "solar thermal collector", "sombrero", "soup bowl", "keyboard space bar", "space heater", "space shuttle", "spatula", "motorboat", "spider web", "spindle", "sports car", "spotlight", "stage", "steam locomotive", "through arch bridge", "steel drum", "stethoscope", "scarf", "stone wall", "stopwatch", "stove", "strainer", "tram", "stretcher", "couch", "stupa", "submarine", "suit", "sundial", "sunglasses", "sunglasses", "sunscreen", "suspension bridge", "mop", "sweatshirt", "swim trunks / shorts", "swing", "electrical switch", "syringe", "table lamp", "tank", "tape player", "teapot", "teddy bear", "television", "tennis ball", "thatched roof", "front curtain", "thimble", "threshing machine", "throne", "tile roof", "toaster", "tobacco shop", "toilet seat", "torch", "totem pole", "tow truck", "toy store", "tractor", "semi-trailer truck", "tray", "trench coat", "tricycle", "trimaran", "tripod", "triumphal arch", "trolleybus", "trombone", "hot tub", "turnstile", "typewriter keyboard", "umbrella", "unicycle", "upright piano", "vacuum cleaner", "vase", "vaulted or arched ceiling", "velvet fabric", "vending machine", "vestment", "viaduct", "violin", "volleyball", "waffle iron", "wall clock", "wallet", "wardrobe", "military aircraft", "sink", "washing machine", "water bottle", "water jug", "water tower", "whiskey jug", "whistle", "hair wig", "window screen", "window shade", "Windsor tie", "wine bottle", "airplane wing", "wok", "wooden spoon", "wool", "split-rail fence", "shipwreck", "sailboat", "yurt", "website", "comic book", "crossword", "traffic or street sign", "traffic light", "dust jacket", "menu", "plate", "guacamole", "consomme", "hot pot", "trifle", "ice cream", "popsicle", "baguette", "bagel", "pretzel", "cheeseburger", "hot dog", "mashed potatoes", "cabbage", "broccoli", "cauliflower", "zucchini", "spaghetti squash", "acorn squash", "butternut squash", "cucumber", "artichoke", "bell pepper", "cardoon", "mushroom", "Granny Smith apple", "strawberry", "orange", "lemon", "fig", "pineapple", "banana", "jackfruit", "cherimoya (custard apple)", "pomegranate", "hay", "carbonara", "chocolate syrup", "dough", "meatloaf", "pizza", "pot pie", "burrito", "red wine", "espresso", "tea cup", "eggnog", "mountain", "bubble", "cliff", "coral reef", "geyser", "lakeshore", "promontory", "sandbar", "beach", "valley", "volcano", "baseball player", "bridegroom", "scuba diver", "rapeseed", "daisy", "yellow lady's slipper", "corn", "acorn", "rose hip", "horse chestnut seed", "coral fungus", "agaric", "gyromitra", "stinkhorn mushroom", "earth star fungus", "hen of the woods mushroom", "bolete", "corn cob", "toilet paper"] ================================================ FILE: modelvshuman/models/pytorch/clip/imagenet_templates.py ================================================ imagenet_templates = [ 'a bad photo of a {}.', 'a photo of many {}.', 'a sculpture of a {}.', 'a photo of the hard to see {}.', 'a low resolution photo of the {}.', 'a rendering of a {}.', 'graffiti of a {}.', 'a bad photo of the {}.', 'a cropped photo of the {}.', 'a tattoo of a {}.', 'the embroidered {}.', 'a photo of a hard to see {}.', 'a bright photo of a {}.', 'a photo of a clean {}.', 'a photo of a dirty {}.', 'a dark photo of the {}.', 'a drawing of a {}.', 'a photo of my {}.', 'the plastic {}.', 'a photo of the cool {}.', 'a close-up photo of a {}.', 'a black and white photo of the {}.', 'a painting of the {}.', 'a painting of a {}.', 'a pixelated photo of the {}.', 'a sculpture of the {}.', 'a bright photo of the {}.', 'a cropped photo of a {}.', 'a plastic {}.', 'a photo of the dirty {}.', 'a jpeg corrupted photo of a {}.', 'a blurry photo of the {}.', 'a photo of the {}.', 'a good photo of the {}.', 'a rendering of the {}.', 'a {} in a video game.', 'a photo of one {}.', 'a doodle of a {}.', 'a close-up photo of the {}.', 'a photo of a {}.', 'the origami {}.', 'the {} in a video game.', 'a sketch of a {}.', 'a doodle of the {}.', 'a origami {}.', 'a low resolution photo of a {}.', 'the toy {}.', 'a rendition of the {}.', 'a photo of the clean {}.', 'a photo of a large {}.', 'a rendition of a {}.', 'a photo of a nice {}.', 'a photo of a weird {}.', 'a blurry photo of a {}.', 'a cartoon {}.', 'art of a {}.', 'a sketch of the {}.', 'a embroidered {}.', 'a pixelated photo of a {}.', 'itap of the {}.', 'a jpeg corrupted photo of the {}.', 'a good photo of a {}.', 'a plushie {}.', 'a photo of the nice {}.', 'a photo of the small {}.', 'a photo of the weird {}.', 'the cartoon {}.', 'art of the {}.', 'a drawing of the {}.', 'a photo of the large {}.', 'a black and white photo of a {}.', 'the plushie {}.', 'a dark photo of a {}.', 'itap of a {}.', 'graffiti of the {}.', 'a toy {}.', 'itap of my {}.', 'a photo of a cool {}.', 'a photo of a small {}.', 'a tattoo of the {}.', ] ================================================ FILE: modelvshuman/models/pytorch/model_zoo.py ================================================ #!/usr/bin/env python3 import torch from ..registry import register_model from ..wrappers.pytorch import PytorchModel, PyContrastPytorchModel, ClipPytorchModel, \ ViTPytorchModel, EfficientNetPytorchModel, SwagPytorchModel _PYTORCH_IMAGE_MODELS = "rwightman/pytorch-image-models" _EFFICIENTNET_MODELS = "rwightman/gen-efficientnet-pytorch" def model_pytorch(model_name, *args): import torchvision.models as zoomodels model = zoomodels.__dict__[model_name](pretrained=True) model = torch.nn.DataParallel(model) return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_trained_on_SIN(model_name, *args): from .shapenet import texture_shape_models as tsm model = tsm.load_model(model_name) return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_trained_on_SIN_and_IN(model_name, *args): from .shapenet import texture_shape_models as tsm model = tsm.load_model(model_name) return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN(model_name, *args): from .shapenet import texture_shape_models as tsm model = tsm.load_model(model_name) return PytorchModel(model, model_name, *args) @register_model("pytorch") def bagnet9(model_name, *args): from .bagnets.pytorchnet import bagnet9 model = bagnet9(pretrained=True) model = torch.nn.DataParallel(model) return PytorchModel(model, model_name, *args) @register_model("pytorch") def bagnet17(model_name, *args): from .bagnets.pytorchnet import bagnet17 model = bagnet17(pretrained=True) model = torch.nn.DataParallel(model) return PytorchModel(model, model_name, *args) @register_model("pytorch") def bagnet33(model_name, *args): from .bagnets.pytorchnet import bagnet33 model = bagnet33(pretrained=True) model = torch.nn.DataParallel(model) return PytorchModel(model, model_name, *args) @register_model("pytorch") def simclr_resnet50x1_supervised_baseline(model_name, *args): from .simclr import simclr_resnet50x1_supervised_baseline model = simclr_resnet50x1_supervised_baseline(pretrained=True, use_data_parallel=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def simclr_resnet50x4_supervised_baseline(model_name, *args): from .simclr import simclr_resnet50x4_supervised_baseline model = simclr_resnet50x4_supervised_baseline(pretrained=True, use_data_parallel=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def simclr_resnet50x1(model_name, *args): from .simclr import simclr_resnet50x1 model = simclr_resnet50x1(pretrained=True, use_data_parallel=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def simclr_resnet50x2(model_name, *args): from .simclr import simclr_resnet50x2 model = simclr_resnet50x2(pretrained=True, use_data_parallel=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def simclr_resnet50x4(model_name, *args): from .simclr import simclr_resnet50x4 model = simclr_resnet50x4(pretrained=True, use_data_parallel=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def InsDis(model_name, *args): from .pycontrast.pycontrast_resnet50 import InsDis model, classifier = InsDis(pretrained=True) return PyContrastPytorchModel(*(model, classifier), model_name, *args) @register_model("pytorch") def MoCo(model_name, *args): from .pycontrast.pycontrast_resnet50 import MoCo model, classifier = MoCo(pretrained=True) return PyContrastPytorchModel(*(model, classifier), model_name, *args) @register_model("pytorch") def MoCoV2(model_name, *args): from .pycontrast.pycontrast_resnet50 import MoCoV2 model, classifier = MoCoV2(pretrained=True) return PyContrastPytorchModel(*(model, classifier), model_name, *args) @register_model("pytorch") def PIRL(model_name, *args): from .pycontrast.pycontrast_resnet50 import PIRL model, classifier = PIRL(pretrained=True) return PyContrastPytorchModel(*(model, classifier), model_name, *args) @register_model("pytorch") def InfoMin(model_name, *args): from .pycontrast.pycontrast_resnet50 import InfoMin model, classifier = InfoMin(pretrained=True) return PyContrastPytorchModel(*(model, classifier), model_name, *args) @register_model("pytorch") def resnet50_l2_eps0(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0 model = resnet50_l2_eps0() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_01(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_01 model = resnet50_l2_eps0_01() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_03(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_03 model = resnet50_l2_eps0_03() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_05(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_05 model = resnet50_l2_eps0_05() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_1(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_1 model = resnet50_l2_eps0_1() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_25(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_25 model = resnet50_l2_eps0_25() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps0_5(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps0_5 model = resnet50_l2_eps0_5() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps1(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps1 model = resnet50_l2_eps1() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps3(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps3 model = resnet50_l2_eps3() return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_l2_eps5(model_name, *args): from .adversarially_robust.robust_models import resnet50_l2_eps5 model = resnet50_l2_eps5() return PytorchModel(model, model_name, *args) @register_model("pytorch") def efficientnet_b0(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def efficientnet_es(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def efficientnet_b0_noisy_student(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "tf_efficientnet_b0_ns", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def efficientnet_l2_noisy_student_475(model_name, *args): model = torch.hub.load(_EFFICIENTNET_MODELS, "tf_efficientnet_l2_ns_475", pretrained=True) return EfficientNetPytorchModel(model, model_name, *args) @register_model("pytorch") def transformer_B16_IN21K(model_name, *args): from pytorch_pretrained_vit import ViT model = ViT('B_16_imagenet1k', pretrained=True) return ViTPytorchModel(model, model_name, *args) @register_model("pytorch") def transformer_B32_IN21K(model_name, *args): from pytorch_pretrained_vit import ViT model = ViT('B_32_imagenet1k', pretrained=True) return ViTPytorchModel(model, model_name, *args) @register_model("pytorch") def transformer_L16_IN21K(model_name, *args): from pytorch_pretrained_vit import ViT model = ViT('L_16_imagenet1k', pretrained=True) return ViTPytorchModel(model, model_name, *args) @register_model("pytorch") def transformer_L32_IN21K(model_name, *args): from pytorch_pretrained_vit import ViT model = ViT('L_32_imagenet1k', pretrained=True) return ViTPytorchModel(model, model_name, *args) @register_model("pytorch") def vit_small_patch16_224(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) img_size = (224, 224) return ViTPytorchModel(model, model_name, img_size, *args) @register_model("pytorch") def vit_base_patch16_224(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) img_size = (224, 224) return ViTPytorchModel(model, model_name, img_size, *args) @register_model("pytorch") def vit_large_patch16_224(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) img_size = (224, 224) return ViTPytorchModel(model, model_name, img_size, *args) @register_model("pytorch") def cspresnet50(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def cspresnext50(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def cspdarknet53(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def darknet53(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn68(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn68b(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn92(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn98(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn131(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def dpn107(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w18_small(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w18_small(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w18_small_v2(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w18(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w30(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w40(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w44(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w48(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def hrnet_w64(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def selecsls42(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def selecsls84(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def selecsls42b(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def selecsls60(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def selecsls60b(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, model_name, pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def clip(model_name, *args): import clip model, _ = clip.load("ViT-B/32") return ClipPytorchModel(model, model_name, *args) @register_model("pytorch") def clipRN50(model_name, *args): import clip model, _ = clip.load("RN50") return ClipPytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_swsl(model_name, *args): model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnet50_swsl') return PytorchModel(model, model_name, *args) @register_model("pytorch") def ResNeXt101_32x16d_swsl(model_name, *args): model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models', 'resnext101_32x16d_swsl') return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_50x1(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_50x1_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_50x3(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_50x3_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_101x1(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_101x1_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_101x3(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_101x3_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_152x2(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_152x2_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def BiTM_resnetv2_152x4(model_name, *args): model = torch.hub.load(_PYTORCH_IMAGE_MODELS, "resnetv2_152x4_bitm", pretrained=True) return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_clip_hard_labels(model_name, *args): import torchvision.models as zoomodels model = zoomodels.__dict__["resnet50"](pretrained=False) model = torch.nn.DataParallel(model) checkpoint = torch.hub.load_state_dict_from_url("https://github.com/bethgelab/model-vs-human/releases/download/v0.3" "/ResNet50_clip_hard_labels.pth",map_location='cpu') model.load_state_dict(checkpoint["state_dict"]) return PytorchModel(model, model_name, *args) @register_model("pytorch") def resnet50_clip_soft_labels(model_name, *args): import torchvision.models as zoomodels model = zoomodels.__dict__["resnet50"](pretrained=False) model = torch.nn.DataParallel(model) checkpoint = torch.hub.load_state_dict_from_url("https://github.com/bethgelab/model-vs-human/releases/download/v0.3" "/ResNet50_clip_soft_labels.pth", map_location='cpu') model.load_state_dict(checkpoint["state_dict"]) return PytorchModel(model, model_name, *args) @register_model("pytorch") def swag_regnety_16gf_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="regnety_16gf_in1k") return SwagPytorchModel(model, model_name, input_size=384, *args) @register_model("pytorch") def swag_regnety_32gf_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="regnety_32gf_in1k") return SwagPytorchModel(model, model_name, input_size=384, *args) @register_model("pytorch") def swag_regnety_128gf_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="regnety_128gf_in1k") return SwagPytorchModel(model, model_name, input_size=384, *args) @register_model("pytorch") def swag_vit_b16_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="vit_b16_in1k") return SwagPytorchModel(model, model_name, input_size=384, *args) @register_model("pytorch") def swag_vit_l16_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="vit_l16_in1k") return SwagPytorchModel(model, model_name, input_size=512, *args) @register_model("pytorch") def swag_vit_h14_in1k(model_name, *args): model = torch.hub.load("facebookresearch/swag", model="vit_h14_in1k") return SwagPytorchModel(model, model_name, input_size=518, *args) ================================================ FILE: modelvshuman/models/pytorch/pycontrast/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/pycontrast/pycontrast_resnet50.py ================================================ from collections import OrderedDict import torch import torch.nn as nn CLASSIFIER_WEIGHTS = { "InsDis": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/InsDis_classifier.pth", "CMC": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/CMC_classifier.pth", "MoCo": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/MoCo_classifier.pth", "PIRL": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/PIRL_classifier.pth", "MoCoV2": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/MoCov2_classifier.pth", "InfoMin": "https://github.com/bethgelab/model-vs-human/releases/download/v0.2/InfoMin_classifier.pth" } PYTORCH_HUB = "kantharajucn/PyContrast:push_pretrained_models_to_pytorch_hub" def build_classifier(model_name, classes=1000): """Building a linear layer""" n_class = classes n_feat = 2048 classifier = nn.Linear(n_feat, n_class) checkpoint = torch.hub.load_state_dict_from_url(CLASSIFIER_WEIGHTS.get(model_name), map_location='cpu') state_dict = OrderedDict() for k, v in checkpoint["classifier"].items(): k = k.replace('module.', '') state_dict[k] = v classifier.load_state_dict(state_dict) return classifier def InsDis(pretrained=False, **kwargs): """ Unsupervised Feature Learning via Non-parameteric Instance Discrimination :param pretrained: :param kwargs: :return: """ name = "InsDis" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier def CMC(pretrained=False, **kwargs): """ Contrastive Multiview Coding :param pretrained: :param kwargs: :return: """ name = "CMC" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier def MoCo(pretrained=False, **kwargs): """ Contrastive Multiview Coding :param pretrained: :param kwargs: :return: """ name = "MoCo" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier def MoCoV2(pretrained=False, **kwargs): """ Improved Baselines with Momentum Contrastive Learning :param pretrained: :param kwargs: :return: """ name = "MoCoV2" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier def PIRL(pretrained=False, **kwargs): """ Self-Supervised Learning of Pretext-Invariant Representations :param pretrained: :param kwargs: :return: """ name = "PIRL" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier def InfoMin(pretrained=False, **kwargs): """ What Makes for Good Views for Contrastive Learning? :param pretrained: :param kwargs: :return: """ name = "InfoMin" model = torch.hub.load(PYTORCH_HUB, name, pretrained=pretrained) classifier = build_classifier(name) return model, classifier ================================================ FILE: modelvshuman/models/pytorch/shapenet/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/shapenet/texture_shape_models.py ================================================ """ Read PyTorch model from .pth.tar checkpoint. Code from: https://github.com/rgeirhos/texture-vs-shape/blob/master/models/load_pretrained_models.py Accessed 02.03.2020 """ import os import torch import torchvision import torchvision.models from torch.utils import model_zoo model_urls = { 'resnet50_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/6f41d2e86fc60566f78de64ecff35cc61eb6436f/resnet50_train_60_epochs-c8e5653e.pth.tar', 'resnet50_trained_on_SIN_and_IN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/60b770e128fffcbd8562a3ab3546c1a735432d03/resnet50_train_45_epochs_combined_IN_SF-2a0d100e.pth.tar', 'resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/60b770e128fffcbd8562a3ab3546c1a735432d03/resnet50_finetune_60_epochs_lr_decay_after_30_start_resnet50_train_45_epochs_combined_IN_SF-ca06340c.pth.tar', 'vgg16_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/0008049cd10f74a944c6d5e90d4639927f8620ae/vgg16_train_60_epochs_lr0.01-6c6fcc9f.pth.tar', 'alexnet_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/0008049cd10f74a944c6d5e90d4639927f8620ae/alexnet_train_60_epochs_lr0.001-b4aa5238.pth.tar', } def load_model(model_name): if "resnet50" in model_name: model = torchvision.models.resnet50(pretrained=False) model = torch.nn.DataParallel(model).cuda() checkpoint = model_zoo.load_url(model_urls[model_name]) elif "vgg16" in model_name: # download model from URL manually and save to desired location filepath = "./vgg16_train_60_epochs_lr0.01-6c6fcc9f.pth.tar" assert os.path.exists( filepath), "Please download the VGG model yourself from the following link and save it locally: " \ "https://drive.google.com/drive/folders/1A0vUWyU6fTuc-xWgwQQeBvzbwi6geYQK (too large to be " \ "downloaded automatically like the other models) " model = torchvision.models.vgg16(pretrained=False) model.features = torch.nn.DataParallel(model.features) model.cuda() checkpoint = torch.load(filepath) elif "alexnet" in model_name: model = torchvision.models.alexnet(pretrained=False) model.features = torch.nn.DataParallel(model.features) model.cuda() checkpoint = model_zoo.load_url(model_urls[model_name]) else: raise ValueError("unknown model architecture.") model.load_state_dict(checkpoint["state_dict"]) return model ================================================ FILE: modelvshuman/models/pytorch/simclr/__init__.py ================================================ from torchvision.models import * from .zoo import * ================================================ FILE: modelvshuman/models/pytorch/simclr/cores/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/simclr/cores/cores.py ================================================ from collections import OrderedDict, Iterable import warnings import torch from torch import nn from torch.nn import functional as F from ..utils.mlayer import clip_model, hook_model_module import ptrnets class Core: def initialize(self): raise NotImplementedError("Not initializing") def __repr__(self): s = super().__repr__() s += " [{} regularizers: ".format(self.__class__.__name__) ret = [] for attr in filter(lambda x: "gamma" in x or "skip" in x, dir(self)): ret.append("{} = {}".format(attr, getattr(self, attr))) return s + "|".join(ret) + "]\n" class Core2d(Core): def initialize(self, cuda=False): self.apply(self.init_conv) self.put_to_cuda(cuda=cuda) def put_to_cuda(self, cuda): if cuda: self = self.cuda() @staticmethod def init_conv(m): if isinstance(m, nn.Conv2d): nn.init.xavier_normal_(m.weight.data) if m.bias is not None: m.bias.data.fill_(0) class TaskDrivenCore(Core2d, nn.Module): def __init__( self, input_channels, model_name, layer_name, pretrained=True, bias=False, final_batchnorm=True, final_nonlinearity=True, momentum=0.1, fine_tune=False, **kwargs ): """ Core from pretrained networks on image tasks. Args: input_channels (int): Number of input channels. 1 if greyscale, 3 if RBG model_name (str): Name of the image recognition task model. Possible are all models in ptrnets: torchvision.models plus others layer_name (str): Name of the layer at which to clip the model pretrained (boolean): Whether to use a randomly initialized or pretrained network (default: True) bias (boolean): Whether to keep bias weights in the output layer (default: False) final_batchnorm (boolean): Whether to add a batch norm after the final conv layer (default: True) final_nonlinearity (boolean): Whether to add a final nonlinearity (ReLU) (default: True) momentum (float): Momentum term for batch norm. Irrelevant if batch_norm=False fine_tune (boolean): Whether to freeze gradients of the core or to allow training """ if kwargs: warnings.warn( "Ignoring input {} when creating {}".format(repr(kwargs), self.__class__.__name__), UserWarning ) super().__init__() self.input_channels = input_channels self.momentum = momentum # Download model and cut after specified layer model = getattr(ptrnets, model_name)(pretrained=pretrained) model_clipped = clip_model(model, layer_name) # Remove the bias of the last conv layer if not :bias: if not bias: if 'bias' in model_clipped[-1]._parameters: zeros = torch.zeros_like(model_clipped[-1].bias) model_clipped[-1].bias.data = zeros # Fix pretrained parameters during training if not fine_tune: for param in model_clipped.parameters(): param.requires_grad = False # Stack model together self.features = nn.Sequential() self.features.add_module("TaskDriven", model_clipped) if final_batchnorm: self.features.add_module("OutBatchNorm", nn.BatchNorm2d(self.outchannels, momentum=self.momentum)) if final_nonlinearity: self.features.add_module("OutNonlin", nn.ReLU(inplace=True)) print(self.features) def forward(self, input_): # If model is designed for RBG input but input is greyscale, repeat the same input 3 times if self.input_channels == 1 and self.features.TaskDriven[0].in_channels == 3: input_ = input_.repeat(1, 3, 1, 1) input_ = self.features(input_) return input_ def regularizer(self): return 0 # useful for final loss @property def outchannels(self): """ Function which returns the number of channels in the output conv layer. If the output layer is not a conv layer, the last conv layer in the network is used. Returns: Number of output channels """ x = torch.randn(1,3,224,224) return self.features.TaskDriven(x).shape[1] def initialize(self, cuda=False): # Overwrite parent class's initialize function because initialization is done by the 'pretrained' parameter self.put_to_cuda(cuda=cuda) class TaskDrivenCore2(Core2d, nn.Module): def __init__( self, input_channels, model_name, layer_name, pretrained=True, bias=False, final_batchnorm=True, final_nonlinearity=True, momentum=0.1, fine_tune=False, **kwargs ): """ Core from pretrained networks on image tasks. Args: input_channels (int): Number of input channels. 1 if greyscale, 3 if RBG model_name (str): Name of the image recognition task model. Possible are all models in ptrnets: torchvision.models plus others layer_name (str): Name of the layer at which to clip the model pretrained (boolean): Whether to use a randomly initialized or pretrained network (default: True) bias (boolean): Whether to keep bias weights in the output layer (default: False) final_batchnorm (boolean): Whether to add a batch norm after the final conv layer (default: True) final_nonlinearity (boolean): Whether to add a final nonlinearity (ReLU) (default: True) momentum (float): Momentum term for batch norm. Irrelevant if batch_norm=False fine_tune (boolean): Whether to freeze gradients of the core or to allow training """ if kwargs: warnings.warn( "Ignoring input {} when creating {}".format(repr(kwargs), self.__class__.__name__), UserWarning ) super().__init__() self.input_channels = input_channels self.momentum = momentum self.use_probe = False self.layer_name = layer_name self.pretrained = pretrained # Download model and cut after specified layer self.model = getattr(ptrnets, model_name)(pretrained=pretrained) # Decide whether to probe the model with a forward hook or to clip the model by replicating architecture of the model up to layer :layer_name: x = torch.randn(1,3,224,224) try: model_clipped = clip_model(self.model, self.layer_name) clip_out = model_clipped(x); except: warnings.warn('Unable to clip model {} at layer {}. Using a probe instead'.format(model_name, self.layer_name)) self.use_probe = True self.model_probe = self.probe_model() if not(self.use_probe): if torch.allclose(self.model_probe(x), clip_out): warnings.warn('Unable to recover model outputs via a sequential modules. Using forward hook instead') self.use_probe = True # Remove the bias of the last conv layer if not :bias: if not bias and not self.use_probe: if 'bias' in model_clipped[-1]._parameters: zeros = torch.zeros_like(model_clipped[-1].bias) model_clipped[-1].bias.data = zeros # Fix pretrained parameters during training if not fine_tune and not self.use_probe: for param in model_clipped.parameters(): param.requires_grad = False # Stack model modules self.features = nn.Sequential() if not(self.use_probe): self.features.add_module("TaskDriven", model_clipped) if final_batchnorm: self.features.add_module("OutBatchNorm", nn.BatchNorm2d(self.outchannels, momentum=self.momentum)) if final_nonlinearity: self.features.add_module("OutNonlin", nn.ReLU(inplace=True)) # Remove model module if not(self.use_probe): if not(self.use_probe): del self.model def forward(self, input_): # If model is designed for RBG input but input is greyscale, repeat the same input 3 times if self.input_channels == 1: input_ = input_.repeat(1, 3, 1, 1) if self.use_probe: input_ = self.model_probe(input_) input_ = self.features(input_) return input_ def regularizer(self): return 0 # useful for final loss def probe_model(self): assert self.layer_name in [n for n,_ in self.model.named_modules()], 'No module named {}'.format(self.layer_name) self.model.eval(); hook = hook_model_module(self.model, self.layer_name) def func(x): try: self.model(x); except: pass return hook(self.layer_name) return func @property def outchannels(self): """ Function which returns the number of channels in the output conv layer. If the output layer is not a conv layer, the last conv layer in the network is used. Returns: Number of output channels """ x = torch.randn(1,3,224,224) if self.use_probe: outch = self.model_probe(x).shape[1] else: outch = self.features.TaskDriven(x).shape[1] return outch def initialize(self, cuda=False): # Overwrite parent class's initialize function if not self.pretrained: self.apply(self.init_conv) self.put_to_cuda(cuda=cuda) ================================================ FILE: modelvshuman/models/pytorch/simclr/utils/__init__.py ================================================ ================================================ FILE: modelvshuman/models/pytorch/simclr/utils/gdrive.py ================================================ import requests import torch import os import sys import hashlib import re import errno from tqdm import tqdm import warnings import zipfile import gdown from gdown.parse_url import parse_url def _get_name(id): """ Gets the base url name from the gdrive using the file id. """ url = 'https://drive.google.com/uc?id={}'.format(id) url_origin = url sess = requests.session() file_id, is_download_link = parse_url(url) while True: try: res = sess.get(url, stream=True) except requests.exceptions.ProxyError as e: print("An error has occurred using proxy:", proxy, file=sys.stderr) print(e, file=sys.stderr) return if "Content-Disposition" in res.headers: # This is the file break if not (file_id and is_download_link): break if file_id and is_download_link: m = re.search( 'filename="(.*)"', res.headers["Content-Disposition"] ) output = m.groups()[0] else: output = osp.basename(url) return output def load_state_dict_from_google_drive(id, model_dir=None, map_location=None, progress=True, check_hash=False, filename=None): r"""Loads the Torch serialized object at the given google drive file id. Note: Inspired by torch.hub.load_state_dict_from_url If downloaded file is a zip file, it will be automatically decompressed. If the object is already present in `model_dir`, it's deserialized and returned. The default value of `model_dir` is ``$TORCH_HOME/checkpoints`` where environment variable ``$TORCH_HOME`` defaults to ``$XDG_CACHE_HOME/torch``. ``$XDG_CACHE_HOME`` follows the X Design Group specification of the Linux filesytem layout, with a default value ``~/.cache`` if not set. Args: url (string): URL of the object to download model_dir (string, optional): directory in which to save the object map_location (optional): a function or a dict specifying how to remap storage locations (see torch.load) progress (bool, optional): whether or not to display a progress bar to stderr. Default: True check_hash(bool, optional): If True, the filename part of the URL should follow the naming convention ``filename-.ext`` where ```` is the first eight or more digits of the SHA256 hash of the contents of the file. The hash is used to ensure unique names and to verify the contents of the file. Default: False filename (string, optional): name of the file to store Example: >>> state_dict = load_state_dict_from_google_drive(id='18KRngGJMAhQJmlzjHmgyXuNjqd2l6rQG') """ if model_dir is None: torch_home = torch.hub._get_torch_home() model_dir = os.path.join(torch_home, 'checkpoints') try: os.makedirs(model_dir) except OSError as e: if e.errno == errno.EEXIST: # Directory already exists, ignore. pass else: # Unexpected OSError, re-raise. raise if filename is None: filename = _get_name(id) # use default name of the file in gdrive cached_file = os.path.join(model_dir, filename) if not os.path.exists(cached_file): url = 'https://drive.google.com/uc?id={}'.format(id) gdown.download(url, cached_file, quiet=not(progress)) if zipfile.is_zipfile(cached_file): with zipfile.ZipFile(cached_file) as cached_zipfile: members = cached_zipfile.infolist() if len(members) != 1: raise RuntimeError('Only one file(not dir) is allowed in the zipfile') cached_zipfile.extractall(model_dir) extraced_name = members[0].filename cached_file = os.path.join(model_dir, extraced_name) print(cached_file) return torch.load(cached_file, map_location=map_location) ================================================ FILE: modelvshuman/models/pytorch/simclr/utils/mlayer.py ================================================ # Utils for getting model layers from collections import OrderedDict from torch import nn def clip_model(model, layer_name): """ Returns a copy of the model up to :layer_name: Params: model: (nn.Module instance) layer_name (string) Should be among the named modules of model Returns: clipped_model: (nn.Sequential) copy of model up to the layer Examples: from torchvision.models import resnet50, vgg19 resnet = resnet50(pretrained=True) vgg = vgg19(pretrained=True) clipped_resnet = clip_model(resnet, 'layer3.0.conv2') clipped_vgg = clip_model(vgg, 'features.10') """ assert layer_name in [n for n,_ in model.named_modules()], 'No module named {}'.format(layer_name) features = OrderedDict() nodes_iter = iter(layer_name.split('.')) def recursive(module, node = next(nodes_iter), prefix=[]): for name, layer in module.named_children(): fullname = ".".join(prefix+[name]) if (name == node) and (fullname != layer_name): recursive(layer, node = next(nodes_iter), prefix=[fullname]) return else: features[name] = layer #print(fullname) if fullname == layer_name: return recursive(model) clipped_model = nn.Sequential(features) return clipped_model def probe_model(model, layer_name): assert layer_name in [n for n,_ in model.named_modules()], 'No module named {}'.format(layer_name) model.eval(); #hook = hook_model(model) hook = hook_model_module(model, layer_name) def func(x): try: model(x); except: pass return hook(layer_name) return func class ModuleHook(): def __init__(self, module): self.hook = module.register_forward_hook(self.hook_fn) self.module = None self.features = None def hook_fn(self, module, input, output): self.module = module self.features = output def close(self): self.hook.remove() def hook_model(model): features = OrderedDict() def hook_layers(net, prefix=[]): if hasattr(net, "_modules"): for name, layer in net._modules.items(): if layer is None: # e.g. GoogLeNet's aux1 and aux2 layers continue features[".".join(prefix+[name])] = ModuleHook(layer) hook_layers(layer, prefix=prefix+[name]) hook_layers(model) def hook(layer): if layer == "labels": return list(features.values())[-1].features return features[layer].features return hook def hook_model_module(model, module): features = OrderedDict() def hook_layers(net, prefix=[]): if hasattr(net, "_modules"): for name, layer in net._modules.items(): if layer is None: # e.g. GoogLeNet's aux1 and aux2 layers continue if ".".join(prefix+[name]) == module: features[".".join(prefix+[name])] = ModuleHook(layer) hook_layers(layer, prefix=prefix+[name]) hook_layers(model) def hook(layer): if layer == "labels": return list(features.values())[-1].features return features[layer].features return hook ================================================ FILE: modelvshuman/models/pytorch/simclr/utils/modules.py ================================================ ## Custom pytorch modules import torch from torch import nn class Unnormalize(nn.Module): """ Helper class for unnormalizing input tensor """ def __init__(self, mean=[0], std=[1], inplace=False): super(Unnormalize, self).__init__() self.mean = mean self.std = std self.inplace = inplace def forward(self, x): return unnormalize(x, self.mean, self.std, self.inplace) def unnormalize(tensor, mean=[0], std=[1], inplace=False): """Unnormalize a tensor image by first multiplying by std (channel-wise) and then adding the mean (channel-wise) Args: tensor (Tensor): Tensor image of size (N, C, H, W) to be de-standarized. mean (sequence): Sequence of original means for each channel. std (sequence): Sequence of original standard deviations for each channel. inplace(bool,optional): Bool to make this operation inplace. Returns: Tensor: Unnormalized Tensor image. """ if not torch.is_tensor(tensor): raise TypeError('tensor should be a torch tensor. Got {}.'.format(type(tensor))) if tensor.ndimension() != 4: raise ValueError('Expected tensor to be a tensor image of size (N, C, H, W). Got tensor.size() = ' '{}.'.format(tensor.size())) if not inplace: tensor=tensor.clone() dtype = tensor.dtype mean = torch.as_tensor(mean, dtype=dtype, device=tensor.device) std = torch.as_tensor(std, dtype=dtype, device=tensor.device) if (std == 0).any(): raise ValueError('std evaluated to zero after conversion to {}, leading to division by zero.'.format(dtype)) if mean.ndim == 1: mean = mean[None, :, None, None] if std.ndim == 1: std = std[None, :, None, None] tensor.mul_(std).add_(mean) return tensor ================================================ FILE: modelvshuman/models/pytorch/simclr/zoo/__init__.py ================================================ from .simclr import * ================================================ FILE: modelvshuman/models/pytorch/simclr/zoo/simclr.py ================================================ ################## # SimCLR networks from Chen et al 2020 in pytorch # # Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. # # The original simclr weights were converted ported from tensorflow to pytorch using this repo. https://github.com/tonylins/simclr-converter.git # # Large portions of the code are an adaptation from https://github.com/tonylins/simclr-converter.git # # The original networks were trained on unnormalized data (without normalizing with ImageNet mean and std per color channel), # in order to ease the use of these networks in comparable settings as the pytorch model zoo, the models defined here will # scale the inputs with non-trainable parameters by default. (You can remove that by setting normalized_inputs=False) # # Example usage: # # from ptrnets import simclr_resnet50_x1 # model = simclr_resnet50_x1(pretrained=True) import torch import torch.nn as nn from ..utils.modules import Unnormalize from ..utils.gdrive import load_state_dict_from_google_drive from torch.hub import load_state_dict_from_url __all__ = ['simclr_resnet50x1', 'simclr_resnet50x2', 'simclr_resnet50x4', 'simclr_resnet50x1_supervised_baseline', 'simclr_resnet50x4_supervised_baseline'] google_drive_ids = { 'simclr-resnet50-x1': '1a6IO4xhWy8cdyAuWv0BxSONz7lMcKbZE', 'simclr-resnet50-x2': '1zI-5gdNDxK5gRiNUgbgx0RXqyDwxwWEQ', 'simclr-resnet50-x4': '1Pipca9LMYWK_o3bjWDo88ZMdeT07EFNN' } supervised_baseline_models = { 'simclr-resnet50-x1-supervised-baseline': '/gpfs01/bethge/home/rgeirhos/model-vs-human/modelvshuman/models/pytorch/simclr/simclrx1baseline.pth', 'simclr-resnet50-x4-supervised-baseline': '/gpfs01/bethge/home/rgeirhos/model-vs-human/modelvshuman/models/pytorch/simclr/simclrx4baseline.pth' } model_urls = {} def _model(arch, pretrained, block, layers, width_mult, normalized_inputs, use_data_parallel, progress=True): model = ResNet(block=block, layers=layers, width_mult=width_mult, normalized_inputs=normalized_inputs) if pretrained: try: if "supervised-baseline" in arch: state_dict = torch.load(supervised_baseline_models[arch]) print("Loading supervised baseline") else: state_dict = load_state_dict_from_url(model_urls[arch], progress=progress) except: state_dict = load_state_dict_from_google_drive(google_drive_ids[arch], progress=progress, filename = '{}'.format(arch)) model.load_state_dict(state_dict['state_dict']) if use_data_parallel: model = torch.nn.DataParallel(model) return model def simclr_resnet50x1_supervised_baseline(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True): r""" Simclr resnet50 backbone. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. Args: pretrained (bool): Pretrain with original weights. Defaults to False normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False progress (bool): Display progress when downloading the model's checkpoint. Defaults to True. """ return _model('simclr-resnet50-x1-supervised-baseline', pretrained = pretrained, block = Bottleneck, layers = [3, 4, 6, 3], width_mult = 1, normalized_inputs = normalized_inputs, use_data_parallel = use_data_parallel, progress = progress) def simclr_resnet50x4_supervised_baseline(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True): r""" Simclr resnet50 backbone with four times the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. Args: pretrained (bool): Pretrain with original weights. Defaults to False normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False progress (bool): Display progress when downloading the model's checkpoint. Defaults to True. """ return _model('simclr-resnet50-x4-supervised-baseline', pretrained = pretrained, block = Bottleneck, layers = [3, 4, 6, 3], width_mult = 4, normalized_inputs = normalized_inputs, use_data_parallel = use_data_parallel, progress = progress) def simclr_resnet50x1(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True): r""" Simclr resnet50 backbone. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. Args: pretrained (bool): Pretrain with original weights. Defaults to False normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False progress (bool): Display progress when downloading the model's checkpoint. Defaults to True. """ return _model('simclr-resnet50-x1', pretrained = pretrained, block = Bottleneck, layers = [3, 4, 6, 3], width_mult = 1, normalized_inputs = normalized_inputs, use_data_parallel = use_data_parallel, progress = progress) def simclr_resnet50x2(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True): r""" Simclr resnet50 backbone with twice the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. Args: pretrained (bool): Pretrain with original weights. Defaults to False normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False progress (bool): Display progress when downloading the model's checkpoint. Defaults to True. """ return _model('simclr-resnet50-x2', pretrained = pretrained, block = Bottleneck, layers = [3, 4, 6, 3], width_mult = 2, normalized_inputs = normalized_inputs, use_data_parallel = use_data_parallel, progress = progress) def simclr_resnet50x4(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True): r""" Simclr resnet50 backbone with four times the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. Args: pretrained (bool): Pretrain with original weights. Defaults to False normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False progress (bool): Display progress when downloading the model's checkpoint. Defaults to True. """ return _model('simclr-resnet50-x4', pretrained = pretrained, block = Bottleneck, layers = [3, 4, 6, 3], width_mult = 4, normalized_inputs = normalized_inputs, use_data_parallel = use_data_parallel, progress = progress) def conv3x3(in_planes, out_planes, stride=1, groups=1, dilation=1): """3x3 convolution with padding""" return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride, padding=dilation, groups=groups, bias=False, dilation=dilation) def conv1x1(in_planes, out_planes, stride=1): """1x1 convolution""" return nn.Conv2d(in_planes, out_planes, kernel_size=1, stride=stride, bias=False) class BasicBlock(nn.Module): expansion = 1 __constants__ = ['downsample'] def __init__(self, inplanes, planes, stride=1, downsample=None, groups=1, base_width=64, dilation=1, norm_layer=None): super(BasicBlock, self).__init__() if norm_layer is None: norm_layer = nn.BatchNorm2d if groups != 1 or base_width != 64: raise ValueError('BasicBlock only supports groups=1 and base_width=64') if dilation > 1: raise NotImplementedError("Dilation > 1 not supported in BasicBlock") # Both self.conv1 and self.downsample layers downsample the input when stride != 1 self.conv1 = conv3x3(inplanes, planes, stride) self.bn1 = norm_layer(planes) self.relu = nn.ReLU(inplace=True) self.conv2 = conv3x3(planes, planes) self.bn2 = norm_layer(planes) self.downsample = downsample self.stride = stride def forward(self, x): identity = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) if self.downsample is not None: identity = self.downsample(x) out += identity out = self.relu(out) return out class Bottleneck(nn.Module): expansion = 4 __constants__ = ['downsample'] def __init__(self, inplanes, planes, stride=1, downsample=None, groups=1, base_width=64, dilation=1, norm_layer=None): super(Bottleneck, self).__init__() self.downsample = downsample # hack: moving downsample to the first to make order correct if norm_layer is None: norm_layer = nn.BatchNorm2d width = int(planes * (base_width / 64.)) * groups self.conv1 = conv1x1(inplanes, width) self.bn1 = norm_layer(width) self.conv2 = conv3x3(width, width, stride, groups, dilation) self.bn2 = norm_layer(width) self.conv3 = conv1x1(width, planes * self.expansion) self.bn3 = norm_layer(planes * self.expansion) self.relu = nn.ReLU(inplace=True) self.stride = stride def forward(self, x): identity = x out = self.conv1(x) out = self.bn1(out) out = self.relu(out) out = self.conv2(out) out = self.bn2(out) out = self.relu(out) out = self.conv3(out) out = self.bn3(out) if self.downsample is not None: identity = self.downsample(x) out += identity out = self.relu(out) return out class ResNet(nn.Module): def __init__(self, block, layers, num_classes=1000, zero_init_residual=False, groups=1, width_per_group=64, replace_stride_with_dilation=None, norm_layer=None, width_mult=1, normalized_inputs=True): super(ResNet, self).__init__() if norm_layer is None: norm_layer = nn.BatchNorm2d self._norm_layer = norm_layer self.inplanes = 64 * width_mult self.dilation = 1 if replace_stride_with_dilation is None: # each element in the tuple indicates if we should replace # the 2x2 stride with a dilated convolution instead replace_stride_with_dilation = [False, False, False] if len(replace_stride_with_dilation) != 3: raise ValueError("replace_stride_with_dilation should be None " "or a 3-element tuple, got {}".format(replace_stride_with_dilation)) self.groups = groups self.base_width = width_per_group self.normalized_inputs = normalized_inputs if self.normalized_inputs: self.unnormalize = Unnormalize(mean=[0.485, 0.456, 0.406],std=[0.229, 0.224, 0.225]) self.conv1 = nn.Conv2d(3, self.inplanes, kernel_size=7, stride=2, padding=3, bias=False) self.bn1 = norm_layer(self.inplanes) self.relu = nn.ReLU(inplace=True) self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1) self.layer1 = self._make_layer(block, 64 * width_mult, layers[0]) self.layer2 = self._make_layer(block, 128 * width_mult, layers[1], stride=2, dilate=replace_stride_with_dilation[0]) self.layer3 = self._make_layer(block, 256 * width_mult, layers[2], stride=2, dilate=replace_stride_with_dilation[1]) self.layer4 = self._make_layer(block, 512 * width_mult, layers[3], stride=2, dilate=replace_stride_with_dilation[2]) self.avgpool = nn.AdaptiveAvgPool2d((1, 1)) self.fc = nn.Linear(512 * block.expansion * width_mult, num_classes) for m in self.modules(): if isinstance(m, nn.Conv2d): nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu') elif isinstance(m, (nn.BatchNorm2d, nn.GroupNorm)): nn.init.constant_(m.weight, 1) nn.init.constant_(m.bias, 0) # Zero-initialize the last BN in each residual branch, # so that the residual branch starts with zeros, and each residual block behaves like an identity. # This improves the model by 0.2~0.3% according to https://arxiv.org/abs/1706.02677 if zero_init_residual: for m in self.modules(): if isinstance(m, Bottleneck): nn.init.constant_(m.bn3.weight, 0) elif isinstance(m, BasicBlock): nn.init.constant_(m.bn2.weight, 0) def _make_layer(self, block, planes, blocks, stride=1, dilate=False): norm_layer = self._norm_layer downsample = None previous_dilation = self.dilation if dilate: self.dilation *= stride stride = 1 if stride != 1 or self.inplanes != planes * block.expansion: downsample = nn.Sequential( conv1x1(self.inplanes, planes * block.expansion, stride), norm_layer(planes * block.expansion), ) layers = [] layers.append(block(self.inplanes, planes, stride, downsample, self.groups, self.base_width, previous_dilation, norm_layer)) self.inplanes = planes * block.expansion for _ in range(1, blocks): layers.append(block(self.inplanes, planes, groups=self.groups, base_width=self.base_width, dilation=self.dilation, norm_layer=norm_layer)) return nn.Sequential(*layers) def _forward_impl(self, x): # See note [TorchScript super()] if self.normalized_inputs: x = self.unnormalize(x) x = self.conv1(x) x = self.bn1(x) x = self.relu(x) x = self.maxpool(x) x = self.layer1(x) x = self.layer2(x) x = self.layer3(x) x = self.layer4(x) x = self.avgpool(x) x = torch.flatten(x, 1) x = self.fc(x) return x def forward(self, x): return self._forward_impl(x) ================================================ FILE: modelvshuman/models/registry.py ================================================ from collections import defaultdict __all__ = ['list_models'] _model_registry = defaultdict(list) # mapping of model names to entrypoint fns def register_model(framework): def inner_decorator(fn): # add entries to registry dict/sets model_name = fn.__name__ _model_registry[framework].append(model_name) return fn return inner_decorator def list_models(framework): """ Return list of available model names, sorted alphabetically """ return list(_model_registry[framework]) ================================================ FILE: modelvshuman/models/tensorflow/__init__.py ================================================ ================================================ FILE: modelvshuman/models/tensorflow/build_model.py ================================================ from .tf_hub_model_url import tfhub_urls import tensorflow_hub as hub import tensorflow as tf def build_model_from_hub(model_name): model_url = tfhub_urls.get(model_name) model = tf.keras.Sequential([ hub.KerasLayer(model_url) ]) return model ================================================ FILE: modelvshuman/models/tensorflow/model_zoo.py ================================================ from ..registry import register_model from ..wrappers.tensorflow import TensorflowModel from .build_model import build_model_from_hub @register_model("tensorflow") def efficientnet_b0(model_name, *args): model = build_model_from_hub(model_name) return TensorflowModel(model, model_name, *args) @register_model("tensorflow") def resnet50(model_name, *args): model = build_model_from_hub(model_name) return TensorflowModel(model, model_name, *args) @register_model("tensorflow") def mobilenet_v1(model_name, *args): model = build_model_from_hub(model_name) return TensorflowModel(model, model_name, *args) @register_model("tensorflow") def inception_v1(model_name, *args): model = build_model_from_hub(model_name) return TensorflowModel(model, model_name, *args) ================================================ FILE: modelvshuman/models/tensorflow/tf_hub_model_url.py ================================================ tfhub_urls = { "efficientnet_b0": "https://tfhub.dev/google/efficientnet/b0/classification/1", "resnet50": "https://tfhub.dev/tensorflow/resnet_50/classification/1", "mobilenet_v1": "https://tfhub.dev/google/imagenet/mobilenet_v1_100_224/classification/4", "inception_v1": "https://tfhub.dev/google/imagenet/inception_v1/classification/4" } ================================================ FILE: modelvshuman/models/wrappers/__init__.py ================================================ from .pytorch import PytorchModel from .tensorflow import TensorflowModel ================================================ FILE: modelvshuman/models/wrappers/base.py ================================================ from abc import ABC, abstractmethod class AbstractModel(ABC): @abstractmethod def softmax(self, logits): pass @abstractmethod def forward_batch(self, images): pass ================================================ FILE: modelvshuman/models/wrappers/pytorch.py ================================================ import math import PIL import clip import numpy as np import torch from PIL.Image import Image from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize, ToPILImage from tqdm import tqdm from .base import AbstractModel from ..pytorch.clip.imagenet_classes import imagenet_classes from ..pytorch.clip.imagenet_templates import imagenet_templates def device(): return torch.device("cuda:0" if torch.cuda.is_available() else "cpu") def undo_default_preprocessing(images): """Convenience function: undo standard preprocessing.""" assert type(images) is torch.Tensor default_mean = torch.Tensor([0.485, 0.456, 0.406]).to(device()) default_std = torch.Tensor([0.229, 0.224, 0.225]).to(device()) images *= default_std[None, :, None, None] images += default_mean[None, :, None, None] return images class PytorchModel(AbstractModel): def __init__(self, model, model_name, *args): self.model = model self.model_name = model_name self.args = args self.model.to(device()) def to_numpy(self, x): if x.is_cuda: return x.detach().cpu().numpy() else: return x.numpy() def softmax(self, logits): assert type(logits) is np.ndarray softmax_op = torch.nn.Softmax(dim=1) softmax_output = softmax_op(torch.Tensor(logits)) return self.to_numpy(softmax_output) def forward_batch(self, images): assert type(images) is torch.Tensor self.model.eval() logits = self.model(images) return self.to_numpy(logits) class PyContrastPytorchModel(PytorchModel): """ This class inherits PytorchModel class to adapt model validation for Pycontrast pre-trained models from https://github.com/HobbitLong/PyContrast """ def __init__(self, model, classifier, model_name, *args): super(PyContrastPytorchModel, self).__init__(model, model_name, args) self.classifier = classifier self.classifier.to(device()) def forward_batch(self, images): assert type(images) is torch.Tensor self.model.eval() self.classifier.eval() feat = self.model(images, mode=2) output = self.classifier(feat) return self.to_numpy(output) class ViTPytorchModel(PytorchModel): def __init__(self, model, model_name, img_size=(384, 384), *args): self.img_size = img_size super(ViTPytorchModel, self).__init__(model, model_name, args) def forward_batch(self, images): assert type(images) is torch.Tensor self.model.eval() images = undo_default_preprocessing(images) images = [self.preprocess()(ToPILImage()(image)) for image in images] images = torch.Tensor(np.stack(images, axis=0)).to(device()) logits = self.model(images) return self.to_numpy(logits) def preprocess(self): # custom preprocessing from: # https://github.com/lukemelas/PyTorch-Pretrained-ViT return Compose([ Resize(self.img_size), ToTensor(), Normalize(0.5, 0.5), ]) class ClipPytorchModel(PytorchModel): def __init__(self, model, model_name, *args): super(ClipPytorchModel, self).__init__(model, model_name, *args) self.zeroshot_weights=self._get_zeroshot_weights(imagenet_classes, imagenet_templates) def _get_zeroshot_weights(self, class_names, templates): with torch.no_grad(): zeroshot_weights = [] for class_name in tqdm(class_names): texts = [template.format(class_name) for template in templates] # format with class texts = clip.tokenize(texts).to(device()) # tokenize class_embeddings = self.model.encode_text(texts) # embed with text encoder class_embeddings /= class_embeddings.norm(dim=-1, keepdim=True) class_embedding = class_embeddings.mean(dim=0) class_embedding /= class_embedding.norm() zeroshot_weights.append(class_embedding) zeroshot_weights = torch.stack(zeroshot_weights, dim=1).to(device()) return zeroshot_weights def preprocess(self): n_px = self.model.visual.input_resolution return Compose([ Resize(n_px, interpolation=PIL.Image.BICUBIC), CenterCrop(n_px), # lambda image: image.convert("RGB"), ToTensor(), Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711)), ]) def forward_batch(self, images): assert type(images) is torch.Tensor images = undo_default_preprocessing(images) images = [self.preprocess()(ToPILImage()(image)) for image in images] images = torch.Tensor(np.stack(images, axis=0)).to(device()) self.model.eval() image_features = self.model.encode_image(images) image_features /= image_features.norm(dim=-1, keepdim=True) logits = 100. * image_features @ self.zeroshot_weights return self.to_numpy(logits) class EfficientNetPytorchModel(PytorchModel): def __init__(self, model, model_name, *args): super(EfficientNetPytorchModel, self).__init__(model, model_name, *args) def preprocess(self): normalize = Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) img_size = 475 crop_pct = 0.936 scale_size = int(math.floor(img_size / crop_pct)) return Compose([ Resize(scale_size, interpolation=PIL.Image.BICUBIC), CenterCrop(img_size), ToTensor(), normalize, ]) def forward_batch(self, images): assert type(images) is torch.Tensor self.model.eval() images = undo_default_preprocessing(images) images = [self.preprocess()(ToPILImage()(image)) for image in images] images = torch.Tensor(np.stack(images, axis=0)).to(device()) logits = self.model(images) return self.to_numpy(logits) class SwagPytorchModel(PytorchModel): def __init__(self, model, model_name, input_size, *args): super(SwagPytorchModel, self).__init__(model, model_name, *args) self.input_size = input_size def preprocess(self): normalize = Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) return Compose([ Resize(self.input_size, interpolation=PIL.Image.BICUBIC), CenterCrop(self.input_size), ToTensor(), normalize, ]) def forward_batch(self, images): assert type(images) is torch.Tensor self.model.eval() images = undo_default_preprocessing(images) images = [self.preprocess()(ToPILImage()(image)) for image in images] images = torch.Tensor(np.stack(images, axis=0)).to(device()) logits = self.model(images) return self.to_numpy(logits) ================================================ FILE: modelvshuman/models/wrappers/tensorflow.py ================================================ import numpy as np import tensorflow as tf from skimage.transform import resize tf.compat.v1.enable_eager_execution() from .base import AbstractModel from ...helper.human_categories import compute_imagenet_indices_for_category def get_device(device=None): import tensorflow as tf if device is None: device = tf.device("/GPU:0" if tf.test.is_gpu_available() else "/CPU:0") if isinstance(device, str): device = tf.device(device) return device class TensorflowModel(AbstractModel): def __init__(self, model, model_name, *args): self.model = model self.model_name = model_name self.args = args def softmax(self, logits): assert type(logits) is np.ndarray return tf.nn.softmax(logits).numpy() def forward_batch(self, images): device = get_device() with device: predictions = self.model(images) return predictions.numpy() ================================================ FILE: modelvshuman/plotting/__init__.py ================================================ from . import analyses from . import plot ================================================ FILE: modelvshuman/plotting/analyses.py ================================================ """ Analyses based on .csv files containing experimental data. """ import numpy as np import pandas as pd import os from abc import ABC, abstractmethod from copy import deepcopy from .. import constants as c from ..helper import human_categories as hc from . import decision_makers as dm class Analysis(ABC): figsize = (7, 6) def __init__(self, *args, **kwargs): pass @staticmethod def _check_dataframe(df): assert len(df) > 0, "empty dataframe" @abstractmethod def analysis(self, *args, **kwargs): pass @abstractmethod def get_result_df(self, *args, **kwars): pass @property @abstractmethod def num_input_models(self): """Return number of input data frames for analysis. E.g. if analysis compares two observers/models, this number will be 2. """ pass class ConfusionAnalysis(Analysis): num_input_models = 1 def __init__(self): super().__init__() self.plotting_name = "confusion-matrix" def analysis(self, df, categories=hc.get_human_object_recognition_categories(), include_NA=True): df = deepcopy(df) c = categories if include_NA: c = ["na"]+c df['object_response'] = pd.Categorical(df.object_response, categories=c) confusion_matrix = pd.crosstab(df['object_response'], df['category'], dropna=False) confusion_matrix = 100.0*confusion_matrix.astype('float') / confusion_matrix.sum(axis=0)[np.newaxis, :] return confusion_matrix def get_result_df(): pass class ShapeBias(Analysis): """Reference: Geirhos et al. ICLR 2019 https://openreview.net/pdf?id=Bygh9j09KX """ num_input_models = 1 def __init__(self): super().__init__() self.plotting_name = "shape-bias" def analysis(self, df): self._check_dataframe(df) df = df.copy() df["correct_texture"] = df["imagename"].apply(self.get_texture_category) df["correct_shape"] = df["category"] # remove those rows where shape = texture, i.e. no cue conflict present df2 = df.loc[df.correct_shape != df.correct_texture] fraction_correct_shape = len(df2.loc[df2.object_response == df2.correct_shape]) / len(df) fraction_correct_texture = len(df2.loc[df2.object_response == df2.correct_texture]) / len(df) shape_bias = fraction_correct_shape / (fraction_correct_shape + fraction_correct_texture) result_dict = {"fraction-correct-shape": fraction_correct_shape, "fraction-correct-texture": fraction_correct_texture, "shape-bias": shape_bias} return result_dict def get_result_df(self): pass def get_texture_category(self, imagename): """Return texture category from imagename. e.g. 'XXX_dog10-bird2.png' -> 'bird '""" assert type(imagename) is str # remove unneccessary words a = imagename.split("_")[-1] # remove .png etc. b = a.split(".")[0] # get texture category (last word) c = b.split("-")[-1] # remove number, e.g. 'bird2' -> 'bird' d = ''.join([i for i in c if not i.isdigit()]) return d class ErrorConsistency(Analysis): """Reference: Geirhos, Meding & Wichmann, NeurIPS 2020 https://arxiv.org/abs/2006.16736 """ num_input_models = 2 def __init__(self): super().__init__() self.plotting_name = "error-consistency" self.ylabel = "Error consistency (kappa)" self.ylim = (-0.2, 1) self.height_line_for_chance = 0.0 self.figsize = (8.8, 7.14) def error_consistency(self, expected_consistency, observed_consistency): """Return error consistency as measured by Cohen's kappa.""" assert expected_consistency >= 0.0 assert expected_consistency <= 1.0 assert observed_consistency >= 0.0 assert observed_consistency <= 1.0 if observed_consistency == 1.0: return 1.0 else: return (observed_consistency - expected_consistency) / (1.0 - expected_consistency) def analysis(self, df1, df2): """Return error consistency""" self._check_dataframe(df1) self._check_dataframe(df2) assert len(df1) == len(df2) num_trials = len(df1) p1 = SixteenClassAccuracy().analysis(df1)["16-class-accuracy"] p2 = SixteenClassAccuracy().analysis(df2)["16-class-accuracy"] expected_consistency = p1 * p2 + (1 - p1) * (1 - p2) # sort such that all trials are in the same order df1 = df1.sort_values(by="image_id") df2 = df2.sort_values(by="image_id") df1 = df1.reset_index() df2 = df2.reset_index() assert df1["image_id"].equals(df2["image_id"]) df1 = df1.copy() df2 = df2.copy() df1["is_correct"] = df1.object_response == df1.category df2["is_correct"] = df2.object_response == df2.category observed_consistency = (df1.is_correct == df2.is_correct).sum() / len(df1) error_consistency = self.error_consistency(expected_consistency=expected_consistency, observed_consistency=observed_consistency) return {"expected-consistency": expected_consistency, "observed-consistency": observed_consistency, "error-consistency": error_consistency} def get_result_df(self, df, decision_makers, experiment, column="error-consistency"): """Return mean consistency between decision_makers and human observers.""" result_df = pd.DataFrame(columns=['subj', 'condition', 'yvalue', 'decision-maker-ID', 'colour']) humans, models = dm.get_human_and_model_decision_makers(decision_makers) assert len(humans) > 0, "Error consistency between humans and models can "+ \ "only be computed if human observers are included " + \ "as decision makers." def get_result(result_df, df, dm1, condition): values = [] for h in humans: if dm1 != h: df1 = df.loc[(df["condition"]==condition) & (df["subj"]==dm1)] df2 = df.loc[(df["condition"]==condition) & (df["subj"]==h)] r = self.analysis(df1, df2) values.append(r["error-consistency"]) return np.mean(values) for c in experiment.data_conditions: for m in models: yvalue = get_result(result_df, df, m, condition=c) attr = dm.decision_maker_to_attributes(m, decision_makers) result_df = result_df.append({'subj': attr["plotting_name"], 'condition': c, 'yvalue': yvalue, 'decision-maker-ID': attr["ID"]}, ignore_index=True) hvalues = [] for h in humans: hvalues.append(get_result(result_df, df, h, condition=c)) attr = dm.decision_maker_to_attributes(h, decision_makers) result_df = result_df.append({'subj': attr["plotting_name"], 'condition': c, 'yvalue': np.mean(hvalues), 'decision-maker-ID': attr["ID"]}, ignore_index=True) return result_df class XYAnalysis(Analysis): def get_result_df(self, df, decision_makers, experiment): result_df = pd.DataFrame(columns=['subj', 'condition', 'yvalue', 'decision-maker-ID', 'colour']) for d in decision_makers: for c in experiment.data_conditions: subdat = df.loc[(df["condition"]==c) & (df["subj"].isin(d.decision_makers))] r = self.analysis(subdat) assert len(r) == 1, "Analysis unexpectedly returned more than one scalar." result_df = result_df.append({'subj': d.plotting_name, 'condition': c, 'yvalue': list(r.values())[0], 'decision-maker-ID': d.ID}, ignore_index=True) return result_df class SixteenClassAccuracy(XYAnalysis): """Reference: Geirhos et al. NeurIPS 2018 https://arxiv.org/abs/1808.08750 """ NUM_CATEGORIES = 16 num_input_models = 1 def __init__(self): super().__init__() self.ylabel = "Classification accuracy" self.plotting_name = "OOD accuracy" self.ylim = (0, 1) self.height_line_for_chance = 1 / self.NUM_CATEGORIES def analysis(self, df): """Return accuracy of responses.""" self._check_dataframe(df) accuracy = len(df.loc[df.object_response == df.category]) / len(df) result_dict = {"16-class-accuracy": accuracy} return result_dict class SixteenClassAccuracyDifference(XYAnalysis): """Difference between two accuracies (e.g. model and human).""" NUM_CATEGORIES = 16 num_input_models = 2 def __init__(self): super().__init__() self.ylabel = "Classification accuracy difference" self.plotting_name = "accuracy-difference" self.ylim = (0, 1) def analysis(self, df1, df2, norm=np.square): """Return accuracy of responses.""" self._check_dataframe(df1) self._check_dataframe(df2) accuracy_1 = len(df1.loc[df1.object_response == df1.category]) / len(df1) accuracy_2 = len(df2.loc[df2.object_response == df2.category]) / len(df2) acc_difference = norm(accuracy_1 - accuracy_2) result_dict = {"16-class-accuracy-difference": acc_difference} return result_dict class Entropy(XYAnalysis): """Reference: Geirhos et al. NeurIPS 2018 https://arxiv.org/abs/1808.08750 """ num_input_models = 1 def __init__(self, num_categories=16): super().__init__() self.ylabel = "Response distr. entropy [bits]" self.plotting_name = "entropy" self.ylim = (0, np.log2(num_categories)) self.height_line_for_chance = np.log2(num_categories) def analysis(self, df): """Return response distribution entropy.""" self._check_dataframe(df) entropy_per_subj = [] for subj in df["subj"].unique(): response_probabilities = get_percent_answers_per_category(df.loc[df["subj"]==subj]) entropy = 0.0 for p in response_probabilities: if abs(p) > 1e-5: # ignore values too close to zero entropy += p * np.log2(p) entropy = 0 - entropy entropy_per_subj.append(entropy) result_dict = {"entropy": np.mean(entropy_per_subj)} return result_dict def get_analysis_list(df, conditions, analysis): """Apply analysis to all conditions within dataframe.""" analysis_list = [] for c in conditions: subset = df.loc[df.condition == c] analysis_result = analysis(subset) keys = list(analysis_result.keys()) assert len(keys) == 1 analysis_list.append(analysis_result[keys[0]]) return analysis_list def get_percent_answers_per_category(df): """Return a list of percentages, one per category. Helper function for entropy computation. Each value indicates the percentage of object_response for this category. The sum, thus, should be 1.0 (CNN) or close to 1 (humans, 'na' not included) """ result = [] num_answers = len(df) for category in df.category.unique(): if str(category) != "na": result.append(len(df.loc[df.object_response == category]) / num_answers) return result ================================================ FILE: modelvshuman/plotting/colors.py ================================================ """ Define color scheme. """ def rgb(r, g, b, divide_by=255.0): """Convenience function: return colour in [0, 1].""" return (r/divide_by, g/divide_by, b/divide_by) # primary colors red = rgb(165, 30, 55) gold = rgb(180, 160, 105) metallic = rgb(50, 65, 75) # secondary colors blue1 = rgb(65, 90, 140) blue2 = rgb(0, 105, 170) blue3 = rgb(80, 170, 200) green1 = rgb(50, 110, 30) green2 = rgb(125, 165, 75) green3 = rgb(130, 185, 160) grey1 = rgb(180, 160, 150) purple1 = rgb(175, 110, 150) red1 = rgb(200, 80, 60) brown1 = rgb(145, 105, 70) orange1 = rgb(210, 150, 0) orange2 = rgb(215, 180, 105) # other colors black = rgb(0, 0, 0) ================================================ FILE: modelvshuman/plotting/decision_makers.py ================================================ # /!usr/bin/env python3 """ Define decision makers (either human participants or CNN models). """ from dataclasses import dataclass import fnmatch from matplotlib.lines import Line2D from .. import constants as c from .colors import * @dataclass class DecisionMaker: name_pattern: any df: any color: any = "grey" marker: str = "o" plotting_name: str = None file_name: str = None # name to use when saving figures def __post_init__(self): assert len(self.df.subj.unique()) > 0, "no 'subj' column found in data frame" if self.plotting_name is None: if type(self.name_pattern) is str and self.name_pattern in self.df.subj.unique(): self.plotting_name = self.name_pattern else: self.plotting_name = "aggregated-subjects" else: self.plotting_name = self.plotting_name if type(self.name_pattern) is str: self.name_pattern = [self.name_pattern] else: assert type(self.name_pattern) is list, "type(name_pattern) needs \ to be 'str' or 'list'" self.name_pattern = self.name_pattern self.decision_makers = [] for subj in self.df.subj.unique(): for pattern in self.name_pattern: if fnmatch.fnmatch(subj, pattern): self.decision_makers.append(subj) if len(self.decision_makers) == 0: print("The following model(s) were not found: "+', '.join(self.name_pattern)) print("List of possible models in this dataset:") print(self.df.subj.unique()) else: self.ID = self._get_ID() self.df = None # no longer needed assert self.marker in Line2D.markers.keys(), "Unknown marker "+str(self.marker)+" used when creating decision maker: use one of "+str(Line2D.markers.keys()) self.file_name = self._convert_file_name(self.plotting_name) def _get_ID(self): ID = self.decision_makers[0] for d in self.decision_makers[1:]: ID = ID+"_"+d return ID def _convert_file_name(self, plotting_name): file_name = plotting_name file_name = file_name.replace(" ", "") file_name = file_name.replace("_", "-") file_name = file_name.replace(",", "-") return file_name def get_individual_decision_makers(decision_maker_list): """Return list of individual decision makers.""" individual_dms = [] for dm in decision_maker_list: individual_dms += dm.decision_makers return individual_dms def get_human_and_model_decision_makers(decision_maker_list): individual_dms = get_individual_decision_makers(decision_maker_list) humans = [] models = [] for dm in individual_dms: if dm.startswith("subject-"): humans.append(dm) else: models.append(dm) return humans, models def decision_maker_to_attributes(decision_maker_name, decision_maker_list): """Based on str 'decision_maker', return dict of attributes.""" assert type(decision_maker_name) is str for dm in decision_maker_list: for individual_dm in dm.decision_makers: if decision_maker_name == "humans" and individual_dm.startswith("subject-") or \ decision_maker_name.replace("-", "_") == individual_dm.replace("-", "_"): return {"color": dm.color, "marker": dm.marker, "plotting_name": dm.plotting_name, "ID": dm.ID} raise ValueError("No attributes found for decision maker "+decision_maker_name) ================================================ FILE: modelvshuman/plotting/plot.py ================================================ # /!usr/bin/env python3 """ Plotting functionality """ import copy import logging import os from os.path import join as pjoin from multiprocessing import Process import matplotlib.markers as mmarkers import matplotlib.pyplot as plt import numpy as np import pandas as pd import seaborn as sns from matplotlib.colors import ListedColormap from matplotlib.ticker import FormatStrFormatter from tqdm import tqdm from . import analyses as a from . import decision_makers as dm from .colors import rgb from .. import constants as consts from ..datasets.experiments import get_experiments from ..helper import plotting_helper as ph from ..utils import load_dataset logger = logging.getLogger(__name__) ################################################################## # PLOTTING-SPECIFIC CONSTANTS AND GLOBAL SETTINGS ################################################################## # global default boundary settings for thin gray transparent # boundaries to avoid not being able to see the difference # between two partially overlapping datapoints of the same color: PLOTTING_EDGE_COLOR = (0.3, 0.3, 0.3, 0.3) PLOTTING_EDGE_WIDTH = 0.02 METRICS = {"OOD accuracy": (a.SixteenClassAccuracy(), "16-class-accuracy"), "accuracy difference": (a.SixteenClassAccuracyDifference(), "16-class-accuracy-difference"), "observed consistency": (a.ErrorConsistency(), "observed-consistency"), "error consistency": (a.ErrorConsistency(), "error-consistency")} # exclusion criteria: # - not OOD: control condition without manipulation (e.g. 100% contrast) # - mean human accuracy < 0.2 (error consistency etc. not meaningful) EXCLUDE_CONDITIONS = { "colour": ["cr"], "contrast": ["c100", "c03", "c01"], "high-pass": ["inf", "0.55", "0.45", "0.4"], "low-pass": ["0", "15", "40"], "phase-scrambling": ["0", "150", "180"], "power-equalisation": ["0"], "false-colour": ["True"], "rotation": ["0"], "eidolonI": ["1-10-10", "64-10-10", "128-10-10"], "eidolonII": ["1-3-10", "32-3-10", "64-3-10", "128-3-10"], "eidolonIII": ["1-0-10", "16-0-10", "32-0-10", "64-0-10", "128-0-10"], "uniform-noise": ["0.0", "0.6", "0.9"] } EXCLUDE = True ################################################################## # Main plot function to be called by user ################################################################## def plot(plot_types, plotting_definition, dataset_names=None, figure_directory_name="example-figures", crop_PDFs=True): """Start different processes for different plotting types to speed up plotting.""" processes = [] for plot_type in plot_types: process = Process(target = plot_nonparallel, kwargs={"plot_types": [plot_type], "plotting_definition": plotting_definition, "dataset_names": dataset_names, "figure_directory_name": figure_directory_name, "crop_PDFs": crop_PDFs}) process.start() processes.append(process) for process in processes: process.join() if crop_PDFs: ph.crop_pdfs_in_directory(os.path.join(consts.FIGURE_DIR, figure_directory_name)) def plot_nonparallel(plot_types, plotting_definition, dataset_names=None, figure_directory_name="example-figures", crop_PDFs=True): for plot_type in plot_types: assert plot_type in consts.PLOT_TYPE_TO_DATASET_MAPPING.keys(), "please select plot_types from: " + str( consts.PLOT_TYPE_TO_DATASET_MAPPING.keys()) if dataset_names is not None: for d_name in dataset_names: assert d_name in consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type], f"plot_type '{plot_type}' is not available for dataset '{d_name}'. The following datasets can be plotted for this plot_type: {consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type]}" result_dir = os.path.join(consts.FIGURE_DIR, figure_directory_name) if not os.path.exists(result_dir): os.makedirs(result_dir) for plot_type in plot_types: if dataset_names is None: current_dataset_names = get_dataset_names(plot_type) else: current_dataset_names = dataset_names datasets = get_experiments(current_dataset_names) if plot_type == "confusion-matrix": confusion_matrices_dir = os.path.join(result_dir, "confusion-matrices/") if not os.path.exists(confusion_matrices_dir): os.makedirs(confusion_matrices_dir) plot_confusion_matrix(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=confusion_matrices_dir) if crop_PDFs: ph.crop_pdfs_in_directory(confusion_matrices_dir) elif plot_type == "accuracy": plot_accuracy(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "entropy": plot_entropy(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "shape-bias": plot_shape_bias_matrixplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) plot_shape_bias_boxplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "error-consistency": plot_error_consistency(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "benchmark-barplot": plot_benchmark_barplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "nonparametric-benchmark-barplot": for dataset_name in current_dataset_names: datasets = get_experiments([dataset_name]) plot_benchmark_barplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir, print_to_latex=False, metrics_to_plot=["OOD accuracy"], single_dataset_name=dataset_name) elif plot_type == "scatterplot": plot_scatterplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) elif plot_type == "error-consistency-lineplot": plot_error_consistency_lineplot(datasets=datasets, decision_maker_fun=plotting_definition, result_dir=result_dir) else: raise NotImplementedError("unknown plot_type: " + plot_type) ################################################################## # Helper methods ################################################################## def get_datasets(dataset_names, *args, **kwargs): dataset_list = [] for dataset in dataset_names: dataset = load_dataset(dataset, *args, **kwargs) dataset_list.extend(dataset) if isinstance(dataset, list) else dataset_list.append(dataset) return dataset_list def get_dataset_names(plot_type): """Given plot_type, return suitable dataset(s). In this regard, 'suitable' means: - valid plot_type <-> dataset combination - data is available """ dataset_names = [] dataset_candidates = consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type] for candidate in dataset_candidates: if os.path.exists(pjoin(consts.RAW_DATA_DIR, candidate)): dataset_names.append(candidate) if len(dataset_names) == 0: raise ValueError("No data found for the specified plot_types.") return dataset_names def get_permutations(elements): """Return permutation of elements. Return value: list of tuples, where tuples are unique combinations of elements """ permutations = [] for i, elem1 in enumerate(elements): for j, elem2 in enumerate(elements): if i < j: permutations.append((elem1, elem2)) return permutations def exclude_conditions(dataset): dataset = copy.deepcopy(dataset) if len(dataset.experiments) > 0: assert dataset.name in EXCLUDE_CONDITIONS.keys() for c in EXCLUDE_CONDITIONS[dataset.name]: assert len(dataset.experiments) == 1 assert c in dataset.experiments[0].data_conditions, f"{c} not found for {dataset.name}" idx = dataset.experiments[0].data_conditions.index(c) dataset.experiments[0].data_conditions.remove(c) del dataset.experiments[0].plotting_conditions[idx] #print(f"Dataset {dataset.name}: removing condition {c}") return dataset def log(plot_type, dataset_name): """Print logging info for plotting to console""" logging_info = f"Plotting {plot_type} for dataset {dataset_name}" logger.info(logging_info) print(logging_info) def get_human_and_CNN_subjects(subjects): """Split subjects into 2 lists: human, CNNs subjects.""" assert type(subjects) is list human_subjects = [] CNN_subjects = [] for s in subjects: if s.startswith("subject-"): human_subjects.append(s) else: CNN_subjects.append(s) return human_subjects, CNN_subjects def get_raw_matrix(dataset, decision_maker_fun, analysis, value="error-consistency"): """Return NxN data frame of error consistencies.""" df = ph.get_experimental_data(dataset) decision_makers = decision_maker_fun(df) subjects = dm.get_individual_decision_makers(decision_makers) num_subjects = len(subjects) matrix = np.ones([num_subjects, num_subjects]) for i in tqdm(range(num_subjects)): s1 = subjects[i] df1 = df.loc[(df["subj"] == s1)] for j in range(i, num_subjects): s2 = subjects[j] df2 = df.loc[(df["subj"] == s2)] a = analysis.analysis(df1, df2)[value] matrix[i, j] = a matrix[j, i] = a plotting_names = [] colors = [] for s in subjects: attr = dm.decision_maker_to_attributes(s, decision_makers) if s.startswith("subject-"): plotting_names.append(s) else: plotting_names.append(attr["plotting_name"]) if attr["color"] == (230 / 255.0, 230 / 255.0, 230 / 255.0): # supervised models: too bright for error consistency matrices colors.append((150 / 255.0, 150 / 255.0, 150 / 255.0)) else: colors.append(attr["color"]) assert len(colors) == matrix.shape[0] == matrix.shape[1] return {"matrix": pd.DataFrame(data=matrix, columns=plotting_names, index=plotting_names), "colors": colors} def plotting_names_to_data_subjects(plotting_names, decision_makers): subjects = [] plotting_set = set() for d in decision_makers: if d.plotting_name in plotting_names: subjects += d.decision_makers plotting_set.add(d.plotting_name) missing_subjects = plotting_set.symmetric_difference(set(plotting_names)) if len(missing_subjects) > 0: print("Missing subjects: ") print(missing_subjects) raise ValueError("subjects missing") return subjects def get_mean_over_datasets(colname, metric_fun, metric_name, datasets, decision_maker_fun): """Compute the mean result of metric_fun applied to datasets. Returns data frame with columns as follows: (name of decision maker) (name of numerical column with metric results) (plotting color) """ result_df = pd.DataFrame(columns=['model', 'plotting_name', 'dataset', colname, 'color']) for d_orig in datasets: df_raw = ph.get_experimental_data(d_orig) if EXCLUDE: d = exclude_conditions(d_orig) else: d = d_orig for dmaker in decision_maker_fun(df_raw): if len(d.experiments) == 1: df_selection = df_raw.loc[(df_raw["subj"].isin(dmaker.decision_makers)) & (df_raw["condition"].isin(d.experiments[0].data_conditions))] elif len(d.experiments) == 0: df_selection = df_raw.loc[(df_raw["subj"].isin(dmaker.decision_makers))] else: raise ValueError("unknown") r1 = metric_fun.analysis(df=df_selection) result_df = result_df.append([{"plotting_name": dmaker.plotting_name, "dataset": d.name, colname: r1[metric_name], "color": dmaker.color}], ignore_index=True) # average over datasets result_df = result_df.groupby(['plotting_name', 'color'], as_index=False)[colname].mean() return result_df ################################################################## # Individual plotting methods ################################################################## def x_y_plot(figure_path, analysis, decision_makers, experiment, result_df): """Plot experimental data on an x-y plot.""" plt.rcParams.update({'font.size': 20}) fig, ax = plt.subplots(figsize=analysis.figsize) plt.xlabel(experiment.xlabel) plt.ylabel(analysis.ylabel) margin = analysis.ylim[1] * 0.01 # avoid cropping datapoints plt.ylim((analysis.ylim[0] - margin, analysis.ylim[1] + margin)) ax.spines['right'].set_visible(False) ax.spines['top'].set_visible(False) for ID in result_df["decision-maker-ID"].unique(): decision_maker = None for d in decision_makers: if ID == d.ID: decision_maker = d break assert decision_maker is not None, "no matching decision maker found" result_list = result_df.loc[result_df["decision-maker-ID"] == ID]["yvalue"] plt.plot(experiment.plotting_conditions, result_list, marker=decision_maker.marker, color=decision_maker.color, markersize=12, linewidth=1, markeredgecolor=PLOTTING_EDGE_COLOR, markeredgewidth=PLOTTING_EDGE_WIDTH) if analysis.height_line_for_chance is not None: axes = plt.gca() x_vals = np.array(ax.get_xlim()) y_vals = analysis.height_line_for_chance + 0 * x_vals plt.plot(x_vals, y_vals, ':', color="grey") plt.savefig(figure_path) plt.close() def confusion_matrix_helper(data, output_filename, plot_cbar=False, plot_labels=False): """Plot confusion matrix using heatmap. Args: data (list of list): List of lists with confusion matrix data. labels (list): Labels which will be plotted across x and y axis. output_filename (str): Path to output file. """ sns.set(color_codes=True) plt.figure(1, figsize=(9, 6)) sns.set(font_scale=1.4) N = 256 vals = np.ones((N, 4)) vals[:, 0] = np.linspace(165 / 256, 1, N) vals[:, 1] = np.linspace(30 / 256, 1, N) vals[:, 2] = np.linspace(55 / 256, 1, N) newcmp = ListedColormap(vals) ax = sns.heatmap(data, cmap=newcmp.reversed(), vmin=0.0, vmax=100.0, linecolor="black", linewidths=1.0, square=True, cbar=plot_cbar, xticklabels=plot_labels, yticklabels=plot_labels) if plot_labels: colnames = list(data.columns) rownames = list(data.index.values) ax.set_xticklabels(colnames) ax.set_yticklabels(rownames) ax.set(xlabel="Presented category", ylabel="Decision") else: ax.set(xlabel="", ylabel="") plt.savefig(output_filename, bbox_inches='tight', dpi=300) plt.close() sns.reset_defaults() sns.reset_orig() plt.style.use('default') def plot_shape_bias_matrixplot(datasets, decision_maker_fun, result_dir, analysis=a.ShapeBias(), order_by='humans'): assert len(datasets) == 1 ds = datasets[0] assert ds.name == "cue-conflict" log(plot_type="shape-bias-matrixplot", dataset_name=ds.name) df = ph.get_experimental_data(ds) fontsize = 25 ticklength = 10 markersize = 250 classes = df["category"].unique() num_classes = len(classes) # plot setup fig = plt.figure(1, figsize=(12, 12), dpi=300.) ax = plt.gca() ax.set_xlim([0, 1]) ax.set_ylim([-.5, num_classes - 0.5]) # secondary reversed x axis ax_top = ax.secondary_xaxis('top', functions=(lambda x: 1 - x, lambda x: 1 - x)) # labels, ticks plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) ax.set_ylabel("Shape categories", labelpad=60, fontsize=fontsize) ax.set_xlabel("Fraction of 'texture' decisions", fontsize=fontsize, labelpad=25) ax_top.set_xlabel("Fraction of 'shape' decisions", fontsize=fontsize, labelpad=25) ax.xaxis.set_major_formatter(FormatStrFormatter('%g')) ax_top.xaxis.set_major_formatter(FormatStrFormatter('%g')) ax.get_xaxis().set_ticks(np.arange(0, 1.1, 0.1)) ax_top.set_ticks(np.arange(0, 1.1, 0.1)) ax.tick_params(axis='both', which='major', labelsize=fontsize, length=ticklength) ax_top.tick_params(axis='both', which='major', labelsize=fontsize, length=ticklength) # arrows on x axes plt.arrow(x=0, y=-1.75, dx=1, dy=0, fc='black', head_width=0.4, head_length=0.03, clip_on=False, length_includes_head=True, overhang=0.5) plt.arrow(x=1, y=num_classes + 0.75, dx=-1, dy=0, fc='black', head_width=0.4, head_length=0.03, clip_on=False, length_includes_head=True, overhang=0.5) # icons besides y axis ## determine order of icons for dmaker in decision_maker_fun(df): if dmaker.plotting_name == order_by: df_selection = df.loc[(df["subj"].isin(dmaker.decision_makers))] class_avgs = [] for cl in classes: df_class_selection = df_selection.query("category == '{}'".format(cl)) class_avgs.append(1 - analysis.analysis(df=df_class_selection)['shape-bias']) sorted_indices = np.argsort(class_avgs) classes = classes[sorted_indices] break # icon placement is calculated in axis coordinates WIDTH = 1 / num_classes # XPOS = -1.25 * WIDTH # placement left of yaxis (-WIDTH) plus some spacing (-.25*WIDTH) YPOS = -0.5 HEIGHT = 1 MARGINX = 1 / 10 * WIDTH # vertical whitespace between icons MARGINY = 1 / 10 * HEIGHT # horizontal whitespace between icons left = XPOS + MARGINX right = XPOS + WIDTH - MARGINX for i in range(num_classes): bottom = i + MARGINY + YPOS top = (i + 1) - MARGINY + YPOS iconpath = pjoin(consts.ICONS_DIR, "{}.png".format(classes[i])) plt.imshow(plt.imread(iconpath), extent=[left, right, bottom, top], aspect='auto', clip_on=False) # plot horizontal intersection lines for i in range(num_classes - 1): plt.plot([0, 1], [i + .5, i + .5], c='gray', linestyle='dotted', alpha=0.4) # plot average shapebias + scatter points for dmaker in decision_maker_fun(df): df_selection = df.loc[(df["subj"].isin(dmaker.decision_makers))] result_df = analysis.analysis(df=df_selection) avg = 1 - result_df['shape-bias'] ax.plot([avg, avg], [-1, num_classes], color=dmaker.color) class_avgs = [] for cl in classes: df_class_selection = df_selection.query("category == '{}'".format(cl)) class_avgs.append(1 - analysis.analysis(df=df_class_selection)['shape-bias']) ax.scatter(class_avgs, classes, color=dmaker.color, marker=dmaker.marker, label=dmaker.plotting_name, s=markersize, clip_on=False, edgecolors=PLOTTING_EDGE_COLOR, linewidths=PLOTTING_EDGE_WIDTH, zorder=3) figure_path = pjoin(result_dir, f"{ds.name}_shape-bias_matrixplot.pdf") fig.savefig(figure_path) plt.close() def plot_shape_bias_boxplot(datasets, decision_maker_fun, result_dir, analysis=a.ShapeBias(), order_by='humans'): assert len(datasets) == 1 ds = datasets[0] assert ds.name == "cue-conflict" log(plot_type="shape-bias-boxplot", dataset_name=ds.name) df = ph.get_experimental_data(ds) # plot setup fig = plt.figure(1, figsize=(15, 4), dpi=300.) ax = plt.gca() plt.xticks(rotation=90) ax.set_ylabel("shape bias", fontsize=12) decision_maker_to_shape_bias_dict = {} colors = [] labels = [] label_colors = [] for dmaker in decision_maker_fun(df): if len(dmaker.decision_makers) > 1: decision_maker_to_shape_bias_humans_dict = {} for dmaker_human in dmaker.decision_makers: df_selection = df.loc[(df["subj"].isin([dmaker_human]))] class_avgs = df_selection.groupby(["category"]).apply(lambda x: analysis.analysis(df=x)["shape-bias"]) decision_maker_to_shape_bias_humans_dict[dmaker_human] = class_avgs.tolist() df_results_humans = pd.DataFrame(decision_maker_to_shape_bias_humans_dict) df_results_humans["humans"] = df_results_humans.mean(axis=1) else: subject_name = dmaker.decision_makers[0] df_selection = df.loc[(df["subj"].isin(dmaker.decision_makers))] class_avgs = df_selection.groupby(["category"]).apply(lambda x: analysis.analysis(df=x)["shape-bias"]) decision_maker_to_shape_bias_dict[subject_name] = class_avgs.tolist() colors.append(dmaker.color) if subject_name in consts.TORCHVISION_MODELS: label_colors.append(rgb(150, 150, 150)) else: label_colors.append(dmaker.color) labels.append(dmaker.plotting_name) decision_maker_to_shape_bias_dict["humans"] = df_results_humans.humans.tolist() df_results = pd.DataFrame(decision_maker_to_shape_bias_dict) boxplot = ax.boxplot(df_results, vert=True, # vertical box alignment patch_artist=True, # fill with color labels=labels, showfliers=False ) for element, x_axis, color, label_color in zip(boxplot["boxes"], ax.xaxis.get_ticklabels(), colors, label_colors): element.set(color=color) x_axis.set_color(label_color) plt.subplots_adjust(bottom=0.55) figure_path = pjoin(result_dir, f"{ds.name}_shape-bias_boxplot.pdf") fig.savefig(figure_path) plt.close() def plot_error_consistency(datasets, decision_maker_fun, result_dir, analysis=a.ErrorConsistency()): plot_matrix(datasets=datasets, analysis=analysis, decision_maker_fun=decision_maker_fun, result_dir=result_dir, plot_type="error-consistency") def plot_matrix(datasets, analysis, decision_maker_fun, result_dir, plot_type, sort_by_mean=False): """Plot a matrix of NxN analysis values. Adapted from: https://seaborn.pydata.org/examples/many_pairwise_correlations.html """ for dataset in datasets: log(plot_type=plot_type, dataset_name=dataset.name) res = get_raw_matrix(dataset, decision_maker_fun, analysis) if sort_by_mean: #res = sort_matrix_by_models_mean(res) res = sort_matrix_by_subjects_mean(res) by_mean_str = "_by-mean" else: by_mean_str = "" colors = res["colors"] sns.set(font_scale=1.5) sns.set_style("whitegrid", {'axes.grid': False}) f, ax = plt.subplots(figsize=(22, 18)) cmap = sns.diverging_palette(230, 20, as_cmap=True) sns.heatmap(res["matrix"], ax=ax, mask=None, cmap=cmap, vmax=1.0, center=0, square=True, linewidths=2.0, cbar_kws={"shrink": .5}, xticklabels=True, yticklabels=True) for i, tick_label in enumerate(ax.axes.get_yticklabels()): tick_label.set_color(colors[i]) for i, tick_label in enumerate(ax.axes.get_xticklabels()): tick_label.set_color(colors[i]) figure_path = pjoin(result_dir, f"{dataset.name}_{analysis.plotting_name.replace(' ', '-')}_matrix{by_mean_str}.pdf") f.savefig(figure_path, bbox_inches='tight', pad_inches=0) f.clear() plt.cla() plt.clf() plt.close() sns.reset_defaults() sns.reset_orig() plt.style.use('default') def sort_matrix_by_models_mean(result_dict): """Helper function: Given error consistency results, sort matrix. The matrix will be sorted in descending order according to mean agreement with models. """ matrix = result_dict["matrix"] colors = result_dict["colors"] # link models to colors models_colors_df = pd.DataFrame.from_dict({"colors": colors, "models": matrix.index}) models_colors_df.set_index(["models"], inplace=True) models_only = matrix.drop(columns=[column for column in matrix.columns if column.startswith("subject-")]) models_only["mean"] = models_only.mean(axis=1) models_only = models_only.sort_values(by=["mean"], ascending=False) name_order = models_only.index.tolist() # sort columns matrix = matrix[name_order] # sort rows matrix = matrix.reindex(name_order) # sort colors models_colors_df = models_colors_df.reindex(name_order) return {"matrix": matrix, "colors": models_colors_df.colors.tolist()} def sort_matrix_by_subjects_mean(result_dict): """Helper function: Given error consistency results, sort matrix. The matrix will be sorted in descending order according to mean agreement with subjects. """ matrix = result_dict["matrix"] colors = result_dict["colors"] # link models to colors models_colors_df = pd.DataFrame.from_dict({"colors": colors, "models": matrix.index}) models_colors_df.set_index(["models"], inplace=True) humans_only = matrix[[column for column in matrix.columns if column.startswith("subject-")]] humans_only["mean"] = humans_only.mean(axis=1) models_only = humans_only.sort_values(by=["mean"], ascending=False) name_order = models_only.index.tolist() # sort columns matrix = matrix[name_order] # sort rows matrix = matrix.reindex(name_order) # sort colors models_colors_df = models_colors_df.reindex(name_order) return {"matrix": matrix, "colors": models_colors_df.colors.tolist()} def plot_confusion_matrix(datasets, decision_maker_fun, result_dir, analysis=a.ConfusionAnalysis()): analysis = a.ConfusionAnalysis() for d in datasets: log(plot_type="confusion-matrix", dataset_name=d.name) df = ph.get_experimental_data(d) for e in d.experiments: for i, cond in enumerate(e.data_conditions): for dmaker in decision_maker_fun(df): figure_path = pjoin(result_dir, f"{analysis.plotting_name.replace(' ', '-')}_{e.name}\ _{dmaker.file_name}_\ {e.plotting_conditions[i]}.pdf") df_selection = df.loc[(df["subj"].isin(dmaker.decision_makers)) & \ (df["condition"] == cond)] result_df = analysis.analysis(df=df_selection) confusion_matrix_helper(output_filename=figure_path, data=result_df) def plot_accuracy(datasets, decision_maker_fun, result_dir): plot_general_analyses(datasets=datasets, analysis=a.SixteenClassAccuracy(), decision_maker_fun=decision_maker_fun, result_dir=result_dir, plot_type="accuracy") def plot_entropy(datasets, decision_maker_fun, result_dir): plot_general_analyses(datasets=datasets, analysis=a.Entropy(), decision_maker_fun=decision_maker_fun, result_dir=result_dir, plot_type="entropy") def plot_error_consistency_lineplot(datasets, decision_maker_fun, result_dir): plot_general_analyses(datasets=datasets, analysis=a.ErrorConsistency(), decision_maker_fun=decision_maker_fun, result_dir=result_dir, plot_type="error-consistency-lineplot") def plot_general_analyses(datasets, analysis, decision_maker_fun, result_dir, plot_type): for d in datasets: log(plot_type=plot_type, dataset_name=d.name) df = ph.get_experimental_data(d) for e in d.experiments: figure_path = pjoin(result_dir, f"{e.name}_{analysis.plotting_name.replace(' ', '-')}.pdf") decision_makers = decision_maker_fun(df) result_df = analysis.get_result_df(df=df, decision_makers=decision_makers, experiment=e) x_y_plot(figure_path=figure_path, result_df=result_df, decision_makers=decision_makers, analysis=analysis, experiment=e) def get_raw_benchmark_df(datasets, metric_names, decision_maker_fun, include_humans=True): def _analyse_inner(df, model, human, all_humans, dataset, colname, condition): analysis, metric_name = METRICS[colname] df1 = df.loc[(df["subj"] == model)] df2 = df.loc[(df["subj"] == human)] if condition is not None: df1 = df1.loc[(df1["condition"] == condition)] df2 = df2.loc[(df2["condition"] == condition)] res = analysis.analysis(df1, df2)[metric_name] row = {'model': model, 'human': human, 'dataset': dataset, 'metric': colname, 'condition': condition, 'value': res} return row def _analyse_outer(group_1, group_2, metric_names, dataset, df, result_df): rows_list = [] is_same_group = group_1 == group_2 for i, g1 in enumerate(group_1): # print(i, g1) for colname in metric_names: if len(dataset.experiments) == 0: experiments = ["default-experiment"] else: experiments = dataset.experiments for experiment in experiments: if type(experiment) is str: conditions = [None] dataset_name = dataset.name else: conditions = experiment.data_conditions dataset_name = experiment.name for condition in conditions: for j, g2 in enumerate(group_2): if is_same_group and j <= i: # avoid 2x evaluation continue elif g1 == g2: # don't compare against yourself continue row = _analyse_inner(df=df, model=g1, human=g2, all_humans=sorted(group_2), dataset=dataset_name, colname=colname, condition=condition) rows_list.append(row) result_df = result_df.append(rows_list, ignore_index=True) return result_df result_df = pd.DataFrame(columns=['model', 'human', 'dataset', 'metric', 'condition', 'value']) for dataset_orig in tqdm(datasets): df = ph.get_experimental_data(dataset_orig) decision_makers = decision_maker_fun(df) humans, models = dm.get_human_and_model_decision_makers(decision_makers) assert len(humans) > 0, "no human data found" assert len(models) > 0, "no model data found" if EXCLUDE: dataset = exclude_conditions(dataset_orig) else: dataset = dataset_orig result_df = _analyse_outer(group_1=models, group_2=humans, metric_names=metric_names, dataset=dataset, df=df, result_df=result_df) if include_humans: result_df = _analyse_outer(group_1=humans, group_2=humans, metric_names=metric_names, dataset=dataset, df=df, result_df=result_df) return result_df def print_benchmark_table_accuracy_to_latex(df): df = copy.deepcopy(df[df["plotting_name"] != "humans"]) df['rank'] = df['OOD accuracy'].rank(ascending=False) df = df.sort_values(by="rank", ascending=True) df = df.reset_index(drop=True) df = df[["plotting_name", "OOD accuracy", "rank"]] df.rename(columns={"plotting_name": "model", "OOD accuracy": "OOD accuracy $\\uparrow$", "rank": "rank $\\downarrow$"}, inplace=True) df["model"] = df["model"].apply(lambda x: x.replace("_", "\_")) # formatting cells formatters = dict() cols_bold_mapping = {"OOD accuracy $\\uparrow$": max, "rank $\\downarrow$": min} def format_numbers(y, num_digits=3): return ("{:." + str(num_digits) + "f}").format(y) for c, func in cols_bold_mapping.items(): m = func(df[c]) formatters[c] = lambda y, m=m: "\\textbf{" + format_numbers(y) + "}" if y == m else format_numbers(y) with open(pjoin(consts.REPORT_DIR, "assets/", "benchmark_table_accuracy.tex"), 'w') as f: print(df.to_latex(escape=False, formatters=formatters, float_format="%.3f", index=False), file=f) def print_benchmark_table_humanlike_to_latex(df): df = copy.deepcopy(df[df["plotting_name"] != "humans"]) df['acc rank'] = df['accuracy difference'].rank() df['err rank'] = df['error consistency'].rank(ascending=False) df['obs rank'] = df['observed consistency'].rank(ascending=False) df['mean rank'] = (df['acc rank'] + df['err rank'] + df['obs rank']) / 3.0 df = df.sort_values(by="mean rank", ascending=True) df = df.reset_index(drop=True) df = df[["plotting_name", "accuracy difference", "observed consistency", "error consistency", "mean rank"]] df.rename(columns={"plotting_name": "model", "accuracy difference": "accuracy diff. $\\downarrow$", "observed consistency": "obs. consistency $\\uparrow$", "error consistency": "error consistency $\\uparrow$", "mean rank": "mean rank $\\downarrow$"}, inplace=True) df["model"] = df["model"].apply(lambda x: x.replace("_", "\_")) # formatting cells formatters = dict() cols_bold_mapping = {"accuracy diff. $\\downarrow$": min, "obs. consistency $\\uparrow$": max, "error consistency $\\uparrow$": max, "mean rank $\\downarrow$": min} def format_numbers(y, num_digits=3): return ("{:." + str(num_digits) + "f}").format(y) for c, func in cols_bold_mapping.items(): m = func(df[c]) formatters[c] = lambda y, m=m: "\\textbf{" + format_numbers(y) + "}" if y == m else format_numbers(y) with open(pjoin(consts.REPORT_DIR, "assets/", "benchmark_table_humanlike.tex"), 'w') as f: print(df.to_latex(escape=False, formatters=formatters, float_format="%.3f", index=False), file=f) def plot_benchmark_barplot(datasets, decision_maker_fun, result_dir, print_to_latex=True, include_humans = True, metrics_to_plot=METRICS.keys(), single_dataset_name=None): # data frame formatting; printing humanlike benchmark table to LaTeX metric_names = ["accuracy difference", "observed consistency", "error consistency"] df = get_raw_benchmark_df(datasets=copy.deepcopy(datasets), metric_names=metric_names, decision_maker_fun=decision_maker_fun, include_humans=include_humans) decision_makers = decision_maker_fun(ph.get_experimental_data(datasets[0])) df_formatted = format_benchmark_df(df=df, decision_makers=decision_makers, metric_names=metric_names, include_humans=include_humans) if print_to_latex: print_benchmark_table_humanlike_to_latex(df_formatted) # plotting for colname in metrics_to_plot: metric_fun, metric_name = METRICS[colname] logging_dataset = f"and dataset {single_dataset_name}" if single_dataset_name else "" logging_info = f"Plotting benchmark-barplot for metric {metric_name} {logging_dataset}" logger.info(logging_info) print(logging_info) if metric_fun.num_input_models == 1: assert metric_name == "16-class-accuracy" df1 = get_mean_over_datasets(colname=colname, metric_fun=metric_fun, metric_name=metric_name, datasets=copy.deepcopy(datasets), decision_maker_fun=decision_maker_fun) if print_to_latex: print_benchmark_table_accuracy_to_latex(df1) else: df1 = copy.deepcopy(df_formatted) df1["color"] = df1["model"].apply(lambda y: dm.decision_maker_to_attributes(y, decision_makers)["color"]) df1 = df1.sort_values(by=colname, ascending=colname != "accuracy difference") df1 = df1.reset_index() values = df1[colname] names = df1["plotting_name"] colors = df1["color"] humans_add_string = "" if include_humans else "_no-humans" if single_dataset_name: dataset_add_string = f"{single_dataset_name}_" if single_dataset_name else "" barplot(path=pjoin(result_dir, f"{single_dataset_name}_{colname.replace(' ', '-')}{humans_add_string}.pdf"), names=names, values=values, colors=colors, ylabel=colname) else: barplot(path=pjoin(result_dir, f"benchmark_{metric_name.replace(' ', '-')}{humans_add_string}.pdf"), names=names, values=values, colors=colors, ylabel=colname) def format_benchmark_df(df, decision_makers, metric_names, include_humans): ### formatting & averaging df["model"] = df["model"].str.replace("_", "-") df["dataset"] = df["dataset"].str.replace("_", "-") if include_humans: # human analysis dfh = df.loc[(df["model"].str.startswith('subject-', na=False))] # average over conditions: dfh = dfh.groupby(['model', 'human', 'dataset', 'metric'], as_index=False)["value"].mean() # average over human subjects: dfh = dfh.groupby(['dataset', 'metric'], as_index=False)["value"].mean() # average over datasets: dfh = dfh.groupby(['metric'], as_index=False)["value"].mean() # CNN-to-human analysis df = df.loc[(~df["model"].str.startswith('subject-', na=False))] # average over conditions: df = df.groupby(['model', 'human', 'dataset', 'metric'], as_index=False)["value"].mean() # average over human subjects: df = df.groupby(['model', 'dataset', 'metric'], as_index=False)["value"].mean() # average over datasets: df = df.groupby(['model', 'metric'], as_index=False)["value"].mean() # reshape to make metrics -> columns df = df.pivot(index='model', columns='metric', values='value').reset_index() if include_humans: human_dict = {"model": "humans"} for colname in metric_names: analysis, metric_name = METRICS[colname] scalar = dfh.loc[dfh["metric"] == colname]["value"].values[0] human_dict[colname] = scalar df = df.append(human_dict, ignore_index=True) # replace model name with the model's plotting name df["plotting_name"] = df["model"].apply( lambda y: dm.decision_maker_to_attributes(y, decision_maker_list=decision_makers)["plotting_name"]) return df def barplot(path, names, values, colors, ylabel=None, figsize=(10, 6), ylim=None): fig, ax = plt.subplots(figsize=figsize) for s in ["right", "top"]: # , "bottom"]: ax.spines[s].set_visible(False) ax.xaxis.set_ticks_position('none') ax.xaxis.set_ticklabels([]) if ylim is None: limit = np.ceil(max(values) * 10) / 10.0 ylim = (min(0, min(values)), max(0, limit)) if "benchmark_16-class-accuracy-difference" in path: ylim = (0, 0.15) plt.ylim(ylim) plt.ylabel(ylabel, fontsize=17) bar1 = plt.bar(np.arange(len(names)), values, color=colors, align="center") for i, rect in enumerate(bar1): height = rect.get_height() width = rect.get_width() plot_arrow_for_models_trained_on_large_datasets = False if "M)" in names[i] and plot_arrow_for_models_trained_on_large_datasets: plt.plot(rect.get_x() + rect.get_width() / 2.0 - 0.1, rect.get_height() + 0.02 * limit, marker="$\u2193$", linestyle="", color="r") plt.text(rect.get_x() + rect.get_width() / 2.0, 0.01 * limit, names[i], ha='center', va='bottom', rotation=90) plt.xlim([-0.8, len(names) - 1 + 0.5 * width]) plt.savefig(path) plt.close() def plot_scatterplot(datasets, decision_maker_fun, result_dir, metric_x=None, metric_y=None): """Plot scatter plot for metric_x vs. metric_y""" if (metric_x and metric_y is None) or (metric_x is None and metric_y): raise ValueError("Please specify either both or none of the metrics.") if metric_x and metric_y: assert metric_x in METRICS.keys() assert metric_y in METRICS.keys() colname = "OOD accuracy" analysis, metric_name = METRICS[colname] df_acc = get_mean_over_datasets(colname=colname, metric_fun=a.SixteenClassAccuracy(), metric_name=metric_name, datasets=copy.deepcopy(datasets), decision_maker_fun=decision_maker_fun) metric_names = ["accuracy difference", "observed consistency", "error consistency"] df_raw = get_raw_benchmark_df(datasets=copy.deepcopy(datasets), metric_names=metric_names, decision_maker_fun=decision_maker_fun, include_humans=True) decision_makers = decision_maker_fun(ph.get_experimental_data(datasets[0])) df_ec = format_benchmark_df(df=df_raw, decision_makers=decision_makers, metric_names=metric_names, include_humans=True) df = df_acc.merge(df_ec, on="plotting_name", how="inner") df["marker"] = df["model"].apply(lambda y: mmarkers.MarkerStyle( dm.decision_maker_to_attributes(y, decision_maker_list=decision_makers)["marker"])) def scatterplot_log(metric_x, metric_y): logging_info = f"Plotting scatterplot for {metric_x} vs. {metric_y}" logger.info(logging_info) print(logging_info) if len(datasets) == 1: dataset_name = datasets[0].name else: dataset_name = "multiple-datasets" if metric_x and metric_y: scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name) scatterplot_log(metric_x, metric_y) else: perm = get_permutations(METRICS.keys()) for metric_x, metric_y in perm: scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name) scatterplot_log(metric_x, metric_y) def scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name): fig, ax = plt.subplots(figsize=(5, 5)) for s in ["right", "top"]: ax.spines[s].set_visible(False) for _, row in df.iterrows(): plt.plot(row[metric_x], row[metric_y], color=row["color"], marker=row["marker"], markeredgecolor=PLOTTING_EDGE_COLOR, markeredgewidth=PLOTTING_EDGE_WIDTH) # plt.xlim(left=min(0, row[metric_x])) # plt.xlim(left=min(df[metric_x]) if metric_y == "error consistency" and metric_x == "OOD accuracy": bottom_min_val = -0.03 else: bottom_min_val = 0 plt.ylim(bottom=min(bottom_min_val, min(df[metric_y])), top=np.ceil(max(df[metric_y]) * 10) / 10.0) plt.xlabel(metric_x) plt.ylabel(metric_y) # plot dashed line xlim = ax.get_xlim() h_acc = df.loc[(df["model"] == "humans")]["OOD accuracy"].values[0] l1 = np.linspace(start=xlim[0], stop=xlim[1], num=100) l2 = np.linspace(start=xlim[0], stop=xlim[1], num=100) x_text = xlim[0] + (xlim[1] - xlim[0]) / 2.0 if metric_y == "observed consistency" and metric_x == "OOD accuracy": for i, _ in enumerate(l1): l2[i] = l1[i] * h_acc + (1 - l1[i]) * (1 - h_acc) plt.plot(l1, l2, linestyle='dashed', color="gray", linewidth=0.8) y_text = x_text * h_acc + (1 - x_text) * (1 - h_acc) - 0.03 plt.text(x=x_text, y=y_text, s="expected", color="gray", ha='center') elif metric_y == "error consistency" and metric_x == "OOD accuracy": for i, _ in enumerate(l1): l2[i] = 0 plt.plot(l1, l2, linestyle='dashed', color="gray", linewidth=0.8) plt.text(x=x_text, y=0.01, s="expected", color="gray", ha='center') plt.savefig(pjoin(result_dir, f"scatter-plot_{metric_x.replace(' ', '-')}_vs_{metric_y.replace(' ', '-')}_{dataset_name}.pdf")) plt.close() ================================================ FILE: modelvshuman/utils.py ================================================ import logging import os import sys import shutil import requests from os.path import join import torchvision.models as zoomodels from tqdm import tqdm from . import constants as c from . import datasets as dataset_module from .models import pytorch_model_zoo, tensorflow_model_zoo, list_models logger = logging.getLogger(__name__) dataset_base_url = "https://github.com/bethgelab/model-vs-human/releases/download/v0.1/{NAME}.tar.gz" def try_download_dataset_from_github(dataset_name): download_url = dataset_base_url.format(NAME=dataset_name) response = requests.get(download_url, stream=True) if response.status_code == 200: total_length = response.headers.get('content-length') if not os.path.exists(c.DATASET_DIR): os.makedirs(c.DATASET_DIR) dataset_file = join(c.DATASET_DIR, f'{dataset_name}.tar.gz') print(f"Downloading dataset {dataset_name} to {dataset_file}") with open(dataset_file, 'wb') as fd: if total_length is None: # no content length header fd.write(response.content) else: for chunk in tqdm(response.iter_content(chunk_size=4096)): fd.write(chunk) shutil.unpack_archive(dataset_file, c.DATASET_DIR) os.remove(dataset_file) return True else: return False def load_dataset(name, *args, **kwargs): default_kwargs = {"batch_size": 16, "num_workers": 4} kwargs = {**default_kwargs, **kwargs} logger.info(f"Loading dataset {name}") supported_datasets = dataset_module.list_datasets() module_name = supported_datasets.get(name, None) if module_name is None: raise NameError(f"Dataset {name} is not supported, " f"please select from {list(supported_datasets.keys())}") elif os.path.exists(join(c.DATASET_DIR, name)): return eval(f"dataset_module.{module_name}")(*args, **kwargs) elif try_download_dataset_from_github(name): return eval(f"dataset_module.{module_name}")(*args, **kwargs) else: raise NotImplementedError(f"Dataset {name} not available for download, please obtain the dataset " f"yourself and save it to {c.DATASET_DIR}") def no_op(): assert tensorflow_model_zoo assert pytorch_model_zoo def load_model(model_name, *args): if model_name in zoomodels.__dict__: model = eval("pytorch_model_zoo.model_pytorch")(model_name, *args) framework = 'pytorch' elif model_name in list_models("pytorch"): model = eval(f"pytorch_model_zoo.{model_name}")(model_name, *args) framework = 'pytorch' elif model_name in list_models('tensorflow'): model = eval(f"tensorflow_model_zoo.{model_name}")(model_name, *args) framework = 'tensorflow' else: raise NameError(f"Model {model_name} is not supported.") return model, framework class AverageMeter(object): """Computes and stores the average and current value""" def __init__(self, name, fmt=':f'): self.name = name self.fmt = fmt self.reset() def reset(self): self.val = 0 self.avg = 0 self.sum = 0 self.count = 0 def update(self, val, n=1): self.val = val self.sum += val * n self.count += n self.avg = self.sum / self.count def __str__(self): fmtstr = '{name} {val' + self.fmt + '} ({avg' + self.fmt + '})' return fmtstr.format(**self.__dict__) ================================================ FILE: modelvshuman/version.py ================================================ __version__ = "0.1" VERSION = __version__ ================================================ FILE: raw-data/colour/colour_subject-01_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-01,1,1,0.796405076980591,oven,oven,cr,0001_cl_s01_cr_oven_40_n04111531_14126.png subject-01,1,2,0.656121015548706,cat,bear,cr,0002_cl_s01_cr_bear_40_n02134084_5274.png subject-01,1,3,0.611840009689331,cat,cat,cr,0003_cl_s01_cr_cat_40_n02123394_133.png subject-01,1,4,0.633913040161133,car,car,cr,0004_cl_s01_cr_car_40_n02814533_51190.png subject-01,1,5,0.619470119476318,chair,chair,bw,0005_cl_s01_bw_chair_40_n04099969_14986.png 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subject-02,1,1250,0.563894033432007,clock,clock,c05,1250_cop_s02_c05_clock_10_n03196217_10641.png subject-02,1,1251,0.565715074539185,car,dog,c01,1251_cop_s02_c01_dog_10_n02098105_2086.png subject-02,1,1252,0.849474906921387,cat,bird,c05,1252_cop_s02_c05_bird_10_n01797886_12811.png subject-02,1,1253,0.56516695022583,cat,cat,c100,1253_cop_s02_c100_cat_10_n02125311_1127.png subject-02,1,1254,0.801050901412964,dog,cat,c01,1254_cop_s02_c01_cat_10_n02123045_7334.png subject-02,1,1255,0.696749925613403,dog,knife,c01,1255_cop_s02_c01_knife_10_n03041632_36235.png subject-02,1,1256,0.732534170150757,keyboard,keyboard,c50,1256_cop_s02_c50_keyboard_10_n04505470_9331.png subject-02,1,1257,1.01856303215027,bottle,knife,c100,1257_cop_s02_c100_knife_10_n03041632_10263.png subject-02,1,1258,1.01065421104431,cat,bird,c05,1258_cop_s02_c05_bird_10_n01582220_4784.png subject-02,1,1259,1.2762439250946,car,oven,c15,1259_cop_s02_c15_oven_10_n04111531_7034.png subject-02,1,1260,0.761902809143066,elephant,elephant,c15,1260_cop_s02_c15_elephant_10_n02504013_2479.png subject-02,1,1261,0.605586051940918,dog,chair,c03,1261_cop_s02_c03_chair_10_n03376595_6540.png subject-02,1,1262,1.10347509384155,bicycle,bicycle,c50,1262_cop_s02_c50_bicycle_10_n03792782_15138.png subject-02,1,1263,0.48138689994812,airplane,airplane,c50,1263_cop_s02_c50_airplane_10_n02690373_1436.png subject-02,1,1264,NaN,na,elephant,c05,1264_cop_s02_c05_elephant_10_n02504458_6018.png subject-02,1,1265,0.824977159500122,dog,dog,c15,1265_cop_s02_c15_dog_10_n02094114_8231.png subject-02,1,1266,0.610590934753418,elephant,elephant,c50,1266_cop_s02_c50_elephant_10_n02504458_209.png subject-02,1,1267,0.620519161224365,bird,bird,c05,1267_cop_s02_c05_bird_10_n02037110_6736.png subject-02,1,1268,0.774386167526245,elephant,elephant,c15,1268_cop_s02_c15_elephant_10_n02504458_1891.png subject-02,1,1269,0.544261932373047,cat,cat,c15,1269_cop_s02_c15_cat_10_n02123045_12200.png subject-02,1,1270,1.37002420425415,oven,cat,c10,1270_cop_s02_c10_cat_10_n02125311_32129.png subject-02,1,1271,0.560030937194824,dog,dog,c100,1271_cop_s02_c100_dog_10_n02101556_2504.png subject-02,1,1272,0.769634008407593,dog,dog,c10,1272_cop_s02_c10_dog_10_n02108422_9533.png subject-02,1,1273,0.91569995880127,dog,dog,c50,1273_cop_s02_c50_dog_10_n02105056_951.png subject-02,1,1274,0.657150030136108,car,keyboard,c01,1274_cop_s02_c01_keyboard_10_n04505470_2787.png subject-02,1,1275,0.551030874252319,boat,bottle,c01,1275_cop_s02_c01_bottle_10_n03983396_751.png subject-02,1,1276,1.36919403076172,bird,bicycle,c01,1276_cop_s02_c01_bicycle_10_n02835271_8212.png subject-02,1,1277,1.46658802032471,car,truck,c05,1277_cop_s02_c05_truck_10_n03417042_2230.png subject-02,1,1278,0.868755102157593,car,oven,c05,1278_cop_s02_c05_oven_10_n04111531_6628.png subject-02,1,1279,0.678448915481567,dog,dog,c50,1279_cop_s02_c50_dog_10_n02113023_4391.png subject-02,1,1280,0.79206395149231,bicycle,truck,c01,1280_cop_s02_c01_truck_10_n04467665_32090.png ================================================ FILE: raw-data/contrast/contrast_subject-03_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-03,1,1,1.24921989440918,bottle,elephant,c03,0001_cop_s03_c03_elephant_10_n02504458_5320.png subject-03,1,2,1.22512698173523,airplane,airplane,c10,0002_cop_s03_c10_airplane_10_n02690373_6549.png subject-03,1,3,0.528788089752197,bottle,bottle,c100,0003_cop_s03_c100_bottle_10_n03983396_11519.png subject-03,1,4,0.832769155502319,bird,bird,c05,0004_cop_s03_c05_bird_10_n02037110_6736.png subject-03,1,5,1.13634204864502,boat,bird,c03,0005_cop_s03_c03_bird_10_n01860187_728.png subject-03,1,6,1.09022498130798,car,car,c05,0006_cop_s03_c05_car_10_n03100240_5718.png subject-03,1,7,0.75829815864563,keyboard,keyboard,c03,0007_cop_s03_c03_keyboard_10_n04505470_5022.png subject-03,1,8,0.814162015914917,bear,cat,c01,0008_cop_s03_c01_cat_10_n02123045_10689.png subject-03,1,9,0.765851020812988,car,car,c15,0009_cop_s03_c15_car_10_n03100240_1856.png subject-03,1,10,0.575971841812134,boat,boat,c15,0010_cop_s03_c15_boat_10_n02951358_10912.png subject-03,1,11,0.819444179534912,car,truck,c10,0011_cop_s03_c10_truck_10_n03417042_7530.png subject-03,1,12,0.803172826766968,boat,clock,c03,0012_cop_s03_c03_clock_10_n04548280_750.png subject-03,1,13,0.92146897315979,cat,cat,c05,0013_cop_s03_c05_cat_10_n02125311_46330.png subject-03,1,14,0.626744031906128,bicycle,bicycle,c100,0014_cop_s03_c100_bicycle_10_n03792782_19937.png subject-03,1,15,NaN,na,oven,c100,0015_cop_s03_c100_oven_10_n04111531_6536.png subject-03,1,16,1.50005602836609,elephant,bear,c03,0016_cop_s03_c03_bear_10_n02134418_12457.png subject-03,1,17,0.860146999359131,boat,knife,c03,0017_cop_s03_c03_knife_10_n03041632_29684.png subject-03,1,18,0.608047962188721,dog,dog,c100,0018_cop_s03_c100_dog_10_n02109047_14207.png subject-03,1,19,0.749829053878784,airplane,airplane,c15,0019_cop_s03_c15_airplane_10_n02690373_10181.png subject-03,1,20,0.939726114273071,oven,keyboard,c15,0020_cop_s03_c15_keyboard_10_n03085013_20891.png subject-03,1,21,0.577878952026367,car,car,c10,0021_cop_s03_c10_car_10_n03100240_12141.png subject-03,1,22,1.28327608108521,knife,knife,c50,0022_cop_s03_c50_knife_10_n03041632_13612.png subject-03,1,23,0.997083902359009,car,boat,c10,0023_cop_s03_c10_boat_10_n03344393_14897.png subject-03,1,24,1.38091683387756,oven,boat,c10,0024_cop_s03_c10_boat_10_n03344393_6638.png subject-03,1,25,1.47474908828735,truck,knife,c03,0025_cop_s03_c03_knife_10_n03041632_31932.png subject-03,1,26,0.850817918777466,dog,dog,c05,0026_cop_s03_c05_dog_10_n02086079_37199.png subject-03,1,27,1.4023449420929,oven,keyboard,c05,0027_cop_s03_c05_keyboard_10_n03085013_30899.png subject-03,1,28,0.740431785583496,chair,chair,c15,0028_cop_s03_c15_chair_10_n03376595_9482.png subject-03,1,29,0.682137966156006,car,car,c100,0029_cop_s03_c100_car_10_n03100240_13707.png subject-03,1,30,1.36986994743347,keyboard,bottle,c10,0030_cop_s03_c10_bottle_10_n03937543_2494.png subject-03,1,31,0.983613014221191,chair,chair,c03,0031_cop_s03_c03_chair_10_n04099969_3536.png subject-03,1,32,0.663741827011108,bird,bird,c100,0032_cop_s03_c100_bird_10_n01616318_5417.png subject-03,1,33,1.05525803565979,bottle,bottle,c10,0033_cop_s03_c10_bottle_10_n04557648_818.png subject-03,1,34,0.491095066070557,clock,clock,c50,0034_cop_s03_c50_clock_10_n02708093_2043.png subject-03,1,35,0.563096046447754,boat,boat,c30,0035_cop_s03_c30_boat_10_n03662601_3741.png subject-03,1,36,0.923058032989502,elephant,elephant,c100,0036_cop_s03_c100_elephant_10_n02504458_12217.png subject-03,1,37,0.908397912979126,keyboard,boat,c03,0037_cop_s03_c03_boat_10_n04612504_15061.png 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subject-03,1,1267,0.713472843170166,keyboard,keyboard,c100,1267_cop_s03_c100_keyboard_10_n03085013_2808.png subject-03,1,1268,0.953681945800781,oven,oven,c50,1268_cop_s03_c50_oven_10_n04111531_4963.png subject-03,1,1269,0.853254079818726,truck,chair,c10,1269_cop_s03_c10_chair_10_n02791124_1018.png subject-03,1,1270,1.30333399772644,knife,truck,c30,1270_cop_s03_c30_truck_10_n03796401_15097.png subject-03,1,1271,0.92704701423645,chair,knife,c100,1271_cop_s03_c100_knife_10_n03041632_1143.png subject-03,1,1272,0.808649778366089,bear,bear,c01,1272_cop_s03_c01_bear_10_n02133161_789.png subject-03,1,1273,0.756438970565796,elephant,elephant,c15,1273_cop_s03_c15_elephant_10_n02504013_5439.png subject-03,1,1274,0.812336921691895,elephant,elephant,c15,1274_cop_s03_c15_elephant_10_n02504458_8936.png subject-03,1,1275,0.705979108810425,cat,cat,c10,1275_cop_s03_c10_cat_10_n02123159_5945.png subject-03,1,1276,0.78767991065979,bear,bicycle,c03,1276_cop_s03_c03_bicycle_10_n03792782_12908.png subject-03,1,1277,0.975625991821289,oven,clock,c10,1277_cop_s03_c10_clock_10_n03196217_4232.png subject-03,1,1278,0.805501937866211,keyboard,keyboard,c50,1278_cop_s03_c50_keyboard_10_n03085013_24111.png subject-03,1,1279,0.715228080749512,elephant,elephant,c50,1279_cop_s03_c50_elephant_10_n02504013_6552.png subject-03,1,1280,0.755105972290039,elephant,elephant,c30,1280_cop_s03_c30_elephant_10_n02504013_1258.png ================================================ FILE: raw-data/contrast/contrast_subject-04_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-04,1,1,0.906422853469849,cat,cat,c01,0001_cop_s04_c01_cat_10_n02123159_386.png subject-04,1,2,0.712171077728271,boat,oven,c10,0002_cop_s04_c10_oven_10_n04111531_6128.png subject-04,1,3,0.693978071212769,airplane,airplane,c15,0003_cop_s04_c15_airplane_10_n02690373_1933.png 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subject-04,1,1272,0.586505889892578,keyboard,keyboard,c05,1272_cop_s04_c05_keyboard_10_n04505470_8822.png subject-04,1,1273,0.716391086578369,chair,boat,c15,1273_cop_s04_c15_boat_10_n03662601_1667.png subject-04,1,1274,1.07026600837708,airplane,airplane,c03,1274_cop_s04_c03_airplane_10_n02690373_891.png subject-04,1,1275,0.606064081192017,car,car,c10,1275_cop_s04_c10_car_10_n03100240_8443.png subject-04,1,1276,0.56200909614563,cat,cat,c100,1276_cop_s04_c100_cat_10_n02123394_2984.png subject-04,1,1277,0.463628053665161,oven,oven,c30,1277_cop_s04_c30_oven_10_n04111531_1442.png subject-04,1,1278,0.695427179336548,bear,bear,c05,1278_cop_s04_c05_bear_10_n02132136_22835.png subject-04,1,1279,1.26941895484924,airplane,airplane,c03,1279_cop_s04_c03_airplane_10_n02690373_5524.png subject-04,1,1280,0.623415946960449,bottle,bottle,c15,1280_cop_s04_c15_bottle_10_n03983396_5559.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-01_session_1.csv 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subject-02,1,1252,0.958782911300659,bicycle,bicycle,0,1252_s5n_s02_0_bicycle_00_bicycle1-airplane2.png subject-02,1,1253,0.718025922775269,chair,boat,0,1253_s5n_s02_0_boat_00_boat7-oven3.png subject-02,1,1254,0.734444141387939,clock,clock,0,1254_s5n_s02_0_clock_00_clock9-chair3.png subject-02,1,1255,0.819921970367432,keyboard,keyboard,0,1255_s5n_s02_0_keyboard_00_keyboard8-chair2.png subject-02,1,1256,0.957145929336548,chair,chair,0,1256_s5n_s02_0_chair_00_chair3-dog2.png subject-02,1,1257,1.0973048210144,chair,chair,0,1257_s5n_s02_0_chair_00_chair5-cat3.png subject-02,1,1258,0.904448986053467,airplane,airplane,0,1258_s5n_s02_0_airplane_00_airplane10-truck1.png subject-02,1,1259,0.975489854812622,truck,truck,0,1259_s5n_s02_0_truck_00_truck10-clock1.png subject-02,1,1260,0.998682975769043,boat,boat,0,1260_s5n_s02_0_boat_00_boat5-knife2.png subject-02,1,1261,1.04413199424744,truck,car,0,1261_s5n_s02_0_car_00_car5-oven2.png subject-02,1,1262,1.08411908149719,chair,chair,0,1262_s5n_s02_0_chair_00_chair3-car3.png subject-02,1,1263,0.514074802398682,boat,boat,0,1263_s5n_s02_0_boat_00_boat9-clock1.png subject-02,1,1264,1.37868309020996,truck,truck,0,1264_s5n_s02_0_truck_00_truck9-chair3.png subject-02,1,1265,0.932945013046265,dog,dog,0,1265_s5n_s02_0_dog_00_dog4-cat3.png subject-02,1,1266,0.970402002334595,chair,chair,0,1266_s5n_s02_0_chair_00_chair3-knife1.png subject-02,1,1267,0.863749027252197,chair,airplane,0,1267_s5n_s02_0_airplane_00_airplane8-truck3.png subject-02,1,1268,0.809718132019043,bear,bear,0,1268_s5n_s02_0_bear_00_bear4-car3.png subject-02,1,1269,1.23906993865967,knife,knife,0,1269_s5n_s02_0_knife_00_knife10-keyboard3.png subject-02,1,1270,0.903122186660767,bird,bird,0,1270_s5n_s02_0_bird_00_bird4-clock1.png subject-02,1,1271,0.695176124572754,oven,oven,0,1271_s5n_s02_0_oven_00_oven1-cat1.png subject-02,1,1272,0.863729953765869,keyboard,keyboard,0,1272_s5n_s02_0_keyboard_00_keyboard4-clock2.png subject-02,1,1273,1.01038599014282,keyboard,knife,0,1273_s5n_s02_0_knife_00_knife5-oven2.png subject-02,1,1274,1.27149891853333,knife,boat,0,1274_s5n_s02_0_boat_00_boat7-cat3.png subject-02,1,1275,1.04204678535461,airplane,airplane,0,1275_s5n_s02_0_airplane_00_airplane5-dog3.png subject-02,1,1276,0.811768054962158,bear,bear,0,1276_s5n_s02_0_bear_00_bear5-oven3.png subject-02,1,1277,0.682013988494873,cat,chair,0,1277_s5n_s02_0_chair_00_chair4-keyboard2.png subject-02,1,1278,0.705842018127441,bird,boat,0,1278_s5n_s02_0_boat_00_boat1-bear1.png subject-02,1,1279,0.929178953170776,airplane,car,0,1279_s5n_s02_0_car_00_car1-dog2.png subject-02,1,1280,0.866812944412231,clock,clock,0,1280_s5n_s02_0_clock_00_clock3-bear3.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-03_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-03,1,1,0.68296217918396,clock,clock,0,0001_s5n_s03_0_clock_00_clock7-bicycle1.png subject-03,1,2,1.20712089538574,clock,oven,0,0002_s5n_s03_0_oven_00_oven1-cat1.png subject-03,1,3,1.25473189353943,clock,dog,0,0003_s5n_s03_0_dog_00_dog8-boat3.png subject-03,1,4,1.14817118644714,chair,bear,0,0004_s5n_s03_0_bear_00_bear3-car2.png subject-03,1,5,0.809815168380737,dog,dog,0,0005_s5n_s03_0_dog_00_dog5-car3.png subject-03,1,6,0.442352056503296,clock,clock,0,0006_s5n_s03_0_clock_00_clock3-bear3.png subject-03,1,7,0.813659906387329,cat,cat,0,0007_s5n_s03_0_cat_00_cat9-clock2.png subject-03,1,8,0.813699007034302,clock,clock,0,0008_s5n_s03_0_clock_00_clock6-truck3.png subject-03,1,9,1.2614312171936,cat,elephant,0,0009_s5n_s03_0_elephant_00_elephant6-bottle2.png subject-03,1,10,0.638647079467773,truck,truck,0,0010_s5n_s03_0_truck_00_truck9-airplane2.png 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subject-03,1,1280,0.655009984970093,bicycle,bicycle,0,1280_s5n_s03_0_bicycle_00_bicycle4-truck3.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-04_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-04,1,1,0.936746120452881,truck,truck,0,0001_s5n_s04_0_truck_00_truck2-bottle3.png subject-04,1,2,0.943803071975708,bottle,knife,0,0002_s5n_s04_0_knife_00_knife5-clock1.png subject-04,1,3,0.768746137619019,bear,bear,0,0003_s5n_s04_0_bear_00_bear5-bicycle3.png subject-04,1,4,0.892146110534668,bird,bird,0,0004_s5n_s04_0_bird_00_bird7-bottle1.png subject-04,1,5,0.830288887023926,bird,airplane,0,0005_s5n_s04_0_airplane_00_airplane10-dog3.png subject-04,1,6,0.648141860961914,car,car,0,0006_s5n_s04_0_car_00_car3-boat1.png subject-04,1,7,1.31547904014587,bird,bird,0,0007_s5n_s04_0_bird_00_bird4-airplane1.png 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subject-04,1,1277,1.10270714759827,elephant,elephant,0,1277_s5n_s04_0_elephant_00_elephant8-oven3.png subject-04,1,1278,0.816028118133545,truck,truck,0,1278_s5n_s04_0_truck_00_truck5-keyboard1.png subject-04,1,1279,1.34378981590271,bird,cat,0,1279_s5n_s04_0_cat_00_cat1-keyboard3.png subject-04,1,1280,NaN,na,car,0,1280_s5n_s04_0_car_00_car5-oven2.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-05_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-05,1,1,1.17140913009644,bear,bear,0,0001_s5n_s05_0_bear_00_bear5-bird1.png subject-05,1,2,1.07968497276306,boat,dog,0,0002_s5n_s05_0_dog_00_dog8-boat3.png subject-05,1,3,0.697608947753906,keyboard,keyboard,0,0003_s5n_s05_0_keyboard_00_keyboard9-airplane3.png subject-05,1,4,0.897624969482422,cat,dog,0,0004_s5n_s05_0_dog_00_dog1-knife3.png 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subject-06,1,1251,0.713207960128784,airplane,airplane,0,1251_s5n_s06_0_airplane_00_airplane2-bird3.png subject-06,1,1252,0.574869871139526,cat,cat,0,1252_s5n_s06_0_cat_00_cat3-cat1.png subject-06,1,1253,1.43607211112976,chair,car,0,1253_s5n_s06_0_car_00_car10-bicycle2.png subject-06,1,1254,1.15254187583923,bicycle,bicycle,0,1254_s5n_s06_0_bicycle_00_bicycle6-dog2.png subject-06,1,1255,0.981529951095581,truck,truck,0,1255_s5n_s06_0_truck_00_truck1-knife1.png subject-06,1,1256,0.658784151077271,dog,dog,0,1256_s5n_s06_0_dog_00_dog9-bicycle3.png subject-06,1,1257,0.528594017028809,boat,boat,0,1257_s5n_s06_0_boat_00_boat9-dog2.png subject-06,1,1258,0.998830795288086,bird,bird,0,1258_s5n_s06_0_bird_00_bird5-bear3.png subject-06,1,1259,1.2225661277771,elephant,boat,0,1259_s5n_s06_0_boat_00_boat7-truck2.png subject-06,1,1260,0.760484933853149,dog,dog,0,1260_s5n_s06_0_dog_00_dog4-bird1.png subject-06,1,1261,0.783731937408447,bird,bird,0,1261_s5n_s06_0_bird_00_bird5-oven3.png subject-06,1,1262,0.836895942687988,bird,dog,0,1262_s5n_s06_0_dog_00_dog5-knife2.png subject-06,1,1263,0.577248096466064,chair,chair,0,1263_s5n_s06_0_chair_00_chair1-clock2.png subject-06,1,1264,0.630940914154053,oven,oven,0,1264_s5n_s06_0_oven_00_oven3-cat2.png subject-06,1,1265,0.584417104721069,boat,boat,0,1265_s5n_s06_0_boat_00_boat4-bottle2.png subject-06,1,1266,0.608119964599609,oven,oven,0,1266_s5n_s06_0_oven_00_oven10-airplane2.png subject-06,1,1267,0.683784961700439,clock,clock,0,1267_s5n_s06_0_clock_00_clock4-bird3.png subject-06,1,1268,0.577540874481201,cat,cat,0,1268_s5n_s06_0_cat_00_cat9-bicycle1.png subject-06,1,1269,0.630344152450562,bottle,bottle,0,1269_s5n_s06_0_bottle_00_bottle5-knife1.png subject-06,1,1270,1.17989706993103,cat,cat,0,1270_s5n_s06_0_cat_00_cat4-airplane1.png subject-06,1,1271,0.579458951950073,cat,cat,0,1271_s5n_s06_0_cat_00_cat1-keyboard3.png subject-06,1,1272,0.587178945541382,bottle,bottle,0,1272_s5n_s06_0_bottle_00_bottle5-cat1.png subject-06,1,1273,1.50013113021851,knife,knife,0,1273_s5n_s06_0_knife_00_knife3-knife1.png subject-06,1,1274,0.505455017089844,bicycle,bicycle,0,1274_s5n_s06_0_bicycle_00_bicycle8-truck1.png subject-06,1,1275,0.883759021759033,knife,knife,0,1275_s5n_s06_0_knife_00_knife2-car3.png subject-06,1,1276,0.691070079803467,knife,knife,0,1276_s5n_s06_0_knife_00_knife6-dog2.png subject-06,1,1277,0.537005186080933,boat,boat,0,1277_s5n_s06_0_boat_00_boat4-chair2.png subject-06,1,1278,0.822767972946167,bicycle,bicycle,0,1278_s5n_s06_0_bicycle_00_bicycle6-bicycle3.png subject-06,1,1279,0.618858814239502,keyboard,keyboard,0,1279_s5n_s06_0_keyboard_00_keyboard8-cat3.png subject-06,1,1280,0.842321872711182,elephant,elephant,0,1280_s5n_s06_0_elephant_00_elephant4-boat3.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-07_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename 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subject-07,1,1275,1.09868288040161,bear,elephant,0,1275_s5n_s07_0_elephant_00_elephant4-boat3.png subject-07,1,1276,0.806663990020752,elephant,elephant,0,1276_s5n_s07_0_elephant_00_elephant8-truck3.png subject-07,1,1277,0.736802101135254,bird,bird,0,1277_s5n_s07_0_bird_00_bird8-bottle1.png subject-07,1,1278,1.07440400123596,airplane,airplane,0,1278_s5n_s07_0_airplane_00_airplane7-keyboard1.png subject-07,1,1279,0.89865517616272,clock,bear,0,1279_s5n_s07_0_bear_00_bear6-clock1.png subject-07,1,1280,1.02192115783691,dog,dog,0,1280_s5n_s07_0_dog_00_dog9-bottle1.png ================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-08_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-08,1,1,1.29922008514404,bottle,truck,0,0001_s5n_s08_0_truck_00_truck6-oven3.png subject-08,1,2,0.712590932846069,airplane,airplane,0,0002_s5n_s08_0_airplane_00_airplane1-elephant1.png 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================================================ FILE: raw-data/cue-conflict/cue-conflict_subject-10_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-10,1,1,0.84811806678772,oven,airplane,0,0001_s5n_s10_0_airplane_00_airplane8-bicycle3.png subject-10,1,2,0.733391046524048,cat,cat,0,0002_s5n_s10_0_cat_00_cat4-cat3.png subject-10,1,3,0.778812885284424,bicycle,bicycle,0,0003_s5n_s10_0_bicycle_00_bicycle4-chair2.png subject-10,1,4,0.916406869888306,chair,chair,0,0004_s5n_s10_0_chair_00_chair8-chair3.png subject-10,1,5,0.783805131912231,chair,chair,0,0005_s5n_s10_0_chair_00_chair9-boat2.png subject-10,1,6,0.683162927627563,car,car,0,0006_s5n_s10_0_car_00_car6-bottle1.png subject-10,1,7,1.14224219322205,elephant,elephant,0,0007_s5n_s10_0_elephant_00_elephant2-bear3.png subject-10,1,8,0.979773998260498,knife,airplane,0,0008_s5n_s10_0_airplane_00_airplane2-cat1.png 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subject-10,1,1275,1.28197979927063,car,keyboard,0,1275_s5n_s10_0_keyboard_00_keyboard7-truck2.png subject-10,1,1276,1.00899600982666,chair,chair,0,1276_s5n_s10_0_chair_00_chair1-chair1.png subject-10,1,1277,1.1465630531311,bottle,bottle,0,1277_s5n_s10_0_bottle_00_bottle3-bear2.png subject-10,1,1278,1.42193698883057,airplane,boat,0,1278_s5n_s10_0_boat_00_boat6-car1.png subject-10,1,1279,0.849225044250488,chair,oven,0,1279_s5n_s10_0_oven_00_oven7-elephant1.png subject-10,1,1280,0.787771940231323,car,car,0,1280_s5n_s10_0_car_00_car10-chair1.png ================================================ FILE: raw-data/edge/edge_subject-01_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-01,1,1,0.868942022323608,knife,oven,0,0001_edg_s01_0_oven_00_oven10.png subject-01,1,2,0.89514684677124,knife,airplane,0,0002_edg_s01_0_airplane_00_airplane4.png 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subject-09,1,156,0.843064069747925,boat,keyboard,0,0156_edg_s09_0_keyboard_00_keyboard3.png subject-09,1,157,1.0791220664978,oven,cat,0,0157_edg_s09_0_cat_00_cat10.png subject-09,1,158,NaN,na,bird,0,0158_edg_s09_0_bird_00_bird10.png subject-09,1,159,NaN,na,bear,0,0159_edg_s09_0_bear_00_bear2.png subject-09,1,160,NaN,na,bottle,0,0160_edg_s09_0_bottle_00_bottle5.png ================================================ FILE: raw-data/edge/edge_subject-10_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-10,1,1,0.74855899810791,keyboard,keyboard,0,0001_edg_s10_0_keyboard_00_keyboard5.png subject-10,1,2,0.530232906341553,knife,knife,0,0002_edg_s10_0_knife_00_knife4.png subject-10,1,3,0.636733055114746,boat,boat,0,0003_edg_s10_0_boat_00_boat5.png subject-10,1,4,0.727479934692383,bottle,bottle,0,0004_edg_s10_0_bottle_00_bottle10.png 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subject-10,1,154,0.797679901123047,keyboard,keyboard,0,0154_edg_s10_0_keyboard_00_keyboard9.png subject-10,1,155,1.05810904502869,bird,cat,0,0155_edg_s10_0_cat_00_cat10.png subject-10,1,156,1.0841019153595,bear,bear,0,0156_edg_s10_0_bear_00_bear3.png subject-10,1,157,1.06838989257812,dog,dog,0,0157_edg_s10_0_dog_00_dog2.png subject-10,1,158,0.605151891708374,clock,clock,0,0158_edg_s10_0_clock_00_clock3.png subject-10,1,159,0.657133817672729,bird,bird,0,0159_edg_s10_0_bird_00_bird5.png subject-10,1,160,0.748079061508179,dog,dog,0,0160_edg_s10_0_dog_00_dog7.png ================================================ FILE: raw-data/eidolonI/eidolonI_subject-01_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-01,1,1,0.828052043914795,oven,oven,1-10-10,0001_eid_s01_1-10-10_oven_10_n04111531_17072.png subject-01,1,2,0.925548076629639,boat,airplane,16-10-10,0002_eid_s01_16-10-10_airplane_10_n02690373_4183.png 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subject-04,1,1280,1.50010800361633,chair,chair,2-10-10,1280_eid_s04_2-10-10_chair_10_n04099969_14851.png ================================================ FILE: raw-data/eidolonII/eidolonII_subject-01_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-01,1,1,0.969465970993042,oven,car,64-3-10,0001_eid_s01_64-3-10_car_10_n04285008_8113.png subject-01,1,2,1.02163815498352,clock,oven,8-3-10,0002_eid_s01_8-3-10_oven_10_n04111531_11848.png subject-01,1,3,1.31108498573303,oven,truck,8-3-10,0003_eid_s01_8-3-10_truck_10_n03417042_25458.png subject-01,1,4,0.993062973022461,boat,chair,16-3-10,0004_eid_s01_16-3-10_chair_10_n03376595_6208.png subject-01,1,5,1.15084004402161,keyboard,cat,32-3-10,0005_eid_s01_32-3-10_cat_10_n02123045_12084.png subject-01,1,6,0.642765998840332,keyboard,keyboard,8-3-10,0006_eid_s01_8-3-10_keyboard_10_n03085013_20884.png 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raw-data/high-pass/high-pass_subject-03_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-03,1,1,0.939826011657715,boat,elephant,1,0001_hp_s03_1_elephant_10_n02504458_4439.png subject-03,1,2,0.861703872680664,chair,chair,inf,0002_hp_s03_inf_chair_10_n02791124_392.png subject-03,1,3,0.76135778427124,bird,bird,1.5,0003_hp_s03_1.5_bird_10_n01843065_6365.png subject-03,1,4,1.43352699279785,truck,clock,0.55,0004_hp_s03_0.55_clock_10_n03196217_2983.png subject-03,1,5,1.29510593414307,oven,bird,0.4,0005_hp_s03_0.4_bird_10_n02051845_3351.png subject-03,1,6,1.15321207046509,bird,bear,0.55,0006_hp_s03_0.55_bear_10_n02132136_9311.png subject-03,1,7,0.894673109054565,truck,oven,inf,0007_hp_s03_inf_oven_10_n04111531_5802.png subject-03,1,8,1.28655695915222,truck,truck,0.7,0008_hp_s03_0.7_truck_10_n03796401_7199.png subject-03,1,9,0.990166187286377,boat,boat,1.5,0009_hp_s03_1.5_boat_10_n04273569_10149.png 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================================================ FILE: raw-data/high-pass/high-pass_subject-04_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-04,1,1,1.03202104568481,boat,chair,0.45,0001_hp_s04_0.45_chair_10_n04429376_694.png subject-04,1,2,0.95622992515564,truck,truck,1.5,0002_hp_s04_1.5_truck_10_n04467665_38886.png subject-04,1,3,0.958188056945801,clock,bird,0.45,0003_hp_s04_0.45_bird_10_n01797886_3046.png subject-04,1,4,0.917410850524902,dog,dog,1,0004_hp_s04_1_dog_10_n02105505_7816.png subject-04,1,5,0.845407962799072,bicycle,bicycle,0.7,0005_hp_s04_0.7_bicycle_10_n02835271_4656.png subject-04,1,6,0.875,car,car,1,0006_hp_s04_1_car_10_n04285008_5788.png subject-04,1,7,1.25690698623657,cat,bear,0.45,0007_hp_s04_0.45_bear_10_n02134418_7067.png subject-04,1,8,1.30092215538025,car,dog,0.55,0008_hp_s04_0.55_dog_10_n02109525_13146.png 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subject-04,1,1233,0.882717132568359,clock,clock,1,1233_hp_s04_1_clock_10_n03196217_5079.png subject-04,1,1234,0.818150997161865,airplane,airplane,inf,1234_hp_s04_inf_airplane_10_n02690373_5564.png subject-04,1,1235,0.840108871459961,keyboard,keyboard,3,1235_hp_s04_3_keyboard_10_n03085013_23776.png subject-04,1,1236,1.02173399925232,elephant,elephant,1,1236_hp_s04_1_elephant_10_n02504013_6671.png subject-04,1,1237,0.771455049514771,elephant,elephant,3,1237_hp_s04_3_elephant_10_n02504458_2685.png subject-04,1,1238,1.00171589851379,bear,bottle,0.4,1238_hp_s04_0.4_bottle_10_n04591713_7528.png subject-04,1,1239,0.917032957077026,bird,bird,1.5,1239_hp_s04_1.5_bird_10_n02051845_14208.png subject-04,1,1240,1.43314385414124,bird,boat,0.7,1240_hp_s04_0.7_boat_10_n03662601_12531.png subject-04,1,1241,0.574717044830322,boat,boat,3,1241_hp_s04_3_boat_10_n03662601_2197.png subject-04,1,1242,0.740602970123291,bicycle,bicycle,1.5,1242_hp_s04_1.5_bicycle_10_n02835271_1874.png subject-04,1,1243,0.81473708152771,car,bottle,0.4,1243_hp_s04_0.4_bottle_10_n03983396_1151.png subject-04,1,1244,1.0824248790741,elephant,dog,0.55,1244_hp_s04_0.55_dog_10_n02089867_6424.png subject-04,1,1245,0.953947067260742,airplane,bird,1.5,1245_hp_s04_1.5_bird_10_n02018795_5488.png subject-04,1,1246,0.940008163452148,car,dog,0.4,1246_hp_s04_0.4_dog_10_n02108000_7066.png subject-04,1,1247,0.857678890228271,dog,dog,inf,1247_hp_s04_inf_dog_10_n02107683_1460.png subject-04,1,1248,1.20160317420959,boat,truck,0.4,1248_hp_s04_0.4_truck_10_n03417042_8334.png subject-04,1,1249,1.08545303344727,chair,chair,3,1249_hp_s04_3_chair_10_n04429376_28372.png subject-04,1,1250,0.84515905380249,chair,chair,1.5,1250_hp_s04_1.5_chair_10_n04429376_28121.png subject-04,1,1251,0.479323863983154,cat,cat,inf,1251_hp_s04_inf_cat_10_n02123045_12659.png subject-04,1,1252,0.520701169967651,boat,boat,inf,1252_hp_s04_inf_boat_10_n04273569_3409.png subject-04,1,1253,1.01274085044861,elephant,bear,inf,1253_hp_s04_inf_bear_10_n02134084_3695.png subject-04,1,1254,0.91835618019104,elephant,elephant,inf,1254_hp_s04_inf_elephant_10_n02504013_648.png subject-04,1,1255,1.22429704666138,chair,clock,1.5,1255_hp_s04_1.5_clock_10_n03196217_10190.png subject-04,1,1256,0.585939884185791,clock,clock,inf,1256_hp_s04_inf_clock_10_n04548280_7930.png subject-04,1,1257,1.34776210784912,truck,oven,0.45,1257_hp_s04_0.45_oven_10_n04111531_12129.png subject-04,1,1258,1.19160914421082,truck,oven,0.4,1258_hp_s04_0.4_oven_10_n04111531_15569.png subject-04,1,1259,0.817873001098633,chair,chair,1.5,1259_hp_s04_1.5_chair_10_n03376595_6850.png subject-04,1,1260,1.31951999664307,clock,bird,0.4,1260_hp_s04_0.4_bird_10_n01828970_454.png subject-04,1,1261,1.50000596046448,boat,bear,0.55,1261_hp_s04_0.55_bear_10_n02134084_13434.png subject-04,1,1262,0.945223093032837,bird,bird,3,1262_hp_s04_3_bird_10_n02028035_521.png subject-04,1,1263,1.19474196434021,chair,airplane,0.4,1263_hp_s04_0.4_airplane_10_n02690373_5475.png subject-04,1,1264,0.92443585395813,oven,oven,1.5,1264_hp_s04_1.5_oven_10_n04111531_605.png subject-04,1,1265,0.546169996261597,clock,clock,inf,1265_hp_s04_inf_clock_10_n04548280_3308.png subject-04,1,1266,1.1381311416626,boat,boat,0.55,1266_hp_s04_0.55_boat_10_n04273569_1086.png subject-04,1,1267,1.06384015083313,bear,bear,1.5,1267_hp_s04_1.5_bear_10_n02133161_1970.png subject-04,1,1268,1.45556092262268,bicycle,car,0.45,1268_hp_s04_0.45_car_10_n04285008_3911.png subject-04,1,1269,0.857424020767212,bear,bear,1.5,1269_hp_s04_1.5_bear_10_n02133161_334.png subject-04,1,1270,0.841273069381714,keyboard,keyboard,3,1270_hp_s04_3_keyboard_10_n03085013_21914.png subject-04,1,1271,1.24917507171631,boat,elephant,0.45,1271_hp_s04_0.45_elephant_10_n02504458_4767.png subject-04,1,1272,1.37085700035095,oven,cat,0.4,1272_hp_s04_0.4_cat_10_n02123159_6381.png subject-04,1,1273,1.44486403465271,bottle,chair,inf,1273_hp_s04_inf_chair_10_n03376595_9165.png subject-04,1,1274,1.23677682876587,boat,dog,1,1274_hp_s04_1_dog_10_n02086240_3572.png subject-04,1,1275,1.29636907577515,bear,keyboard,0.4,1275_hp_s04_0.4_keyboard_10_n03085013_20736.png subject-04,1,1276,0.850201845169067,keyboard,keyboard,1.5,1276_hp_s04_1.5_keyboard_10_n03085013_21615.png subject-04,1,1277,1.47235703468323,boat,dog,0.55,1277_hp_s04_0.55_dog_10_n02090721_4433.png subject-04,1,1278,1.3580219745636,bottle,boat,0.4,1278_hp_s04_0.4_boat_10_n04273569_3978.png subject-04,1,1279,1.07560801506042,clock,boat,0.55,1279_hp_s04_0.55_boat_10_n04612504_2853.png subject-04,1,1280,0.869574069976807,knife,knife,3,1280_hp_s04_3_knife_10_n03041632_11603.png ================================================ FILE: raw-data/low-pass/low-pass_subject-01_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename 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subject-01,1,12,0.871724843978882,bird,bird,3,0012_lp_s01_3_bird_10_n01829413_8792.png subject-01,1,13,0.905469179153442,keyboard,keyboard,7,0013_lp_s01_7_keyboard_10_n04505470_4458.png subject-01,1,14,0.903282165527344,bird,chair,10,0014_lp_s01_10_chair_10_n03376595_9176.png subject-01,1,15,0.913019895553589,oven,clock,40,0015_lp_s01_40_clock_10_n04548280_7662.png subject-01,1,16,1.07485818862915,boat,keyboard,40,0016_lp_s01_40_keyboard_10_n03085013_25809.png subject-01,1,17,1.22871994972229,boat,oven,5,0017_lp_s01_5_oven_10_n04111531_1580.png subject-01,1,18,0.850517988204956,elephant,elephant,1,0018_lp_s01_1_elephant_10_n02504458_900.png subject-01,1,19,0.998322010040283,bird,dog,7,0019_lp_s01_7_dog_10_n02106662_2384.png subject-01,1,20,0.83623194694519,truck,truck,10,0020_lp_s01_10_truck_10_n03796401_22618.png subject-01,1,21,1.16389608383179,airplane,elephant,15,0021_lp_s01_15_elephant_10_n02504013_5463.png subject-01,1,22,0.881666898727417,bottle,chair,10,0022_lp_s01_10_chair_10_n04429376_16459.png subject-01,1,23,0.671563148498535,cat,cat,1,0023_lp_s01_1_cat_10_n02123045_12206.png subject-01,1,24,1.09135603904724,truck,truck,7,0024_lp_s01_7_truck_10_n03417042_2633.png subject-01,1,25,1.03543496131897,car,keyboard,15,0025_lp_s01_15_keyboard_10_n03085013_24416.png subject-01,1,26,0.71924614906311,car,car,7,0026_lp_s01_7_car_10_n02814533_44503.png subject-01,1,27,1.39068412780762,bear,elephant,5,0027_lp_s01_5_elephant_10_n02504458_5797.png subject-01,1,28,1.04275703430176,clock,chair,0,0028_lp_s01_0_chair_10_n04429376_8237.png subject-01,1,29,1.32446193695068,bear,cat,7,0029_lp_s01_7_cat_10_n02123159_587.png subject-01,1,30,1.35230302810669,bear,bird,10,0030_lp_s01_10_bird_10_n02028035_17238.png subject-01,1,31,0.944100856781006,oven,cat,40,0031_lp_s01_40_cat_10_n02123159_4348.png subject-01,1,32,0.816042184829712,boat,boat,5,0032_lp_s01_5_boat_10_n04273569_22332.png 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subject-01,1,1274,0.774169921875,car,car,10,1274_lp_s01_10_car_10_n04285008_4811.png subject-01,1,1275,NaN,na,dog,3,1275_lp_s01_3_dog_10_n02104365_3580.png subject-01,1,1276,1.01371192932129,bear,bird,3,1276_lp_s01_3_bird_10_n01616318_6874.png subject-01,1,1277,0.807866096496582,oven,oven,3,1277_lp_s01_3_oven_10_n04111531_1002.png subject-01,1,1278,0.823394060134888,bear,bear,5,1278_lp_s01_5_bear_10_n02134084_6606.png subject-01,1,1279,0.97716498374939,knife,knife,3,1279_lp_s01_3_knife_10_n03041632_19098.png subject-01,1,1280,0.770994186401367,boat,boat,5,1280_lp_s01_5_boat_10_n04273569_22274.png ================================================ FILE: raw-data/low-pass/low-pass_subject-02_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-02,1,1,1.01214194297791,elephant,elephant,10,0001_lp_s02_10_elephant_10_n02504458_5379.png 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subject-02,1,1274,1.15994215011597,oven,bottle,10,1274_lp_s02_10_bottle_10_n04591713_4876.png subject-02,1,1275,0.647722005844116,airplane,airplane,7,1275_lp_s02_7_airplane_10_n02690373_10131.png subject-02,1,1276,1.13977289199829,knife,knife,0,1276_lp_s02_0_knife_10_n03041632_1006.png subject-02,1,1277,1.04365086555481,bear,bear,10,1277_lp_s02_10_bear_10_n02134084_24187.png subject-02,1,1278,0.595338821411133,oven,oven,0,1278_lp_s02_0_oven_10_n04111531_22388.png subject-02,1,1279,1.1071081161499,cat,bear,7,1279_lp_s02_7_bear_10_n02134084_34902.png subject-02,1,1280,0.654881000518799,truck,truck,10,1280_lp_s02_10_truck_10_n04467665_69202.png ================================================ FILE: raw-data/low-pass/low-pass_subject-03_session_1.csv ================================================ subj,Session,trial,rt,object_response,category,condition,imagename subject-03,1,1,0.859899997711182,car,clock,3,0001_lp_s03_3_clock_10_n03196217_3086.png 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subject-01,1,152,0.685950994491577,bottle,bottle,0,0152_sif_s01_0_bottle_00_bottle5.png subject-01,1,153,0.500497102737427,clock,clock,0,0153_sif_s01_0_clock_00_clock1.png subject-01,1,154,0.830939054489136,dog,dog,0,0154_sif_s01_0_dog_00_dog1.png subject-01,1,155,0.591320037841797,bicycle,bicycle,0,0155_sif_s01_0_bicycle_00_bicycle2.png subject-01,1,156,0.683084964752197,chair,chair,0,0156_sif_s01_0_chair_00_chair7.png subject-01,1,157,0.873553991317749,oven,oven,0,0157_sif_s01_0_oven_00_oven2.png subject-01,1,158,0.558156967163086,keyboard,keyboard,0,0158_sif_s01_0_keyboard_00_keyboard2.png subject-01,1,159,0.718584060668945,keyboard,oven,0,0159_sif_s01_0_oven_00_oven3.png subject-01,1,160,0.68677282333374,chair,chair,0,0160_sif_s01_0_chair_00_chair5.png ================================================ FILE: raw-data/silhouette/silhouette_subject-02_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename 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subject-02,1,154,1.09902000427246,truck,truck,0,0154_sif_s02_0_truck_00_truck2.png subject-02,1,155,1.50035810470581,truck,oven,0,0155_sif_s02_0_oven_00_oven2.png subject-02,1,156,0.918270111083984,bird,bird,0,0156_sif_s02_0_bird_00_bird5.png subject-02,1,157,1.15475392341614,boat,truck,0,0157_sif_s02_0_truck_00_truck9.png subject-02,1,158,0.901144981384277,airplane,airplane,0,0158_sif_s02_0_airplane_00_airplane3.png subject-02,1,159,1.49769711494446,airplane,oven,0,0159_sif_s02_0_oven_00_oven3.png subject-02,1,160,1.2035608291626,knife,keyboard,0,0160_sif_s02_0_keyboard_00_keyboard6.png ================================================ FILE: raw-data/silhouette/silhouette_subject-03_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-03,1,1,1.15690112113953,airplane,keyboard,0,0001_sif_s03_0_keyboard_00_keyboard6.png subject-03,1,2,0.741537094116211,bottle,bottle,0,0002_sif_s03_0_bottle_00_bottle3.png 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subject-03,1,153,0.531010866165161,airplane,airplane,0,0153_sif_s03_0_airplane_00_airplane8.png subject-03,1,154,0.667145013809204,bear,bear,0,0154_sif_s03_0_bear_00_bear3.png subject-03,1,155,0.663339853286743,knife,knife,0,0155_sif_s03_0_knife_00_knife7.png subject-03,1,156,0.653527975082397,knife,knife,0,0156_sif_s03_0_knife_00_knife3.png subject-03,1,157,0.966046094894409,oven,oven,0,0157_sif_s03_0_oven_00_oven3.png subject-03,1,158,0.518454790115356,boat,boat,0,0158_sif_s03_0_boat_00_boat5.png subject-03,1,159,1.06916403770447,car,keyboard,0,0159_sif_s03_0_keyboard_00_keyboard7.png subject-03,1,160,0.553506135940552,bicycle,bicycle,0,0160_sif_s03_0_bicycle_00_bicycle9.png ================================================ FILE: raw-data/silhouette/silhouette_subject-04_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename 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FILE: raw-data/silhouette/silhouette_subject-05_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-05,1,1,1.17234897613525,boat,boat,0,0001_sif_s05_0_boat_00_boat9.png subject-05,1,2,0.864751100540161,bottle,bottle,0,0002_sif_s05_0_bottle_00_bottle9.png subject-05,1,3,0.989967823028564,bicycle,bicycle,0,0003_sif_s05_0_bicycle_00_bicycle8.png subject-05,1,4,0.989934206008911,dog,dog,0,0004_sif_s05_0_dog_00_dog1.png subject-05,1,5,0.998079061508179,boat,boat,0,0005_sif_s05_0_boat_00_boat7.png subject-05,1,6,0.997786998748779,clock,clock,0,0006_sif_s05_0_clock_00_clock5.png subject-05,1,7,1.24429321289062,oven,truck,0,0007_sif_s05_0_truck_00_truck2.png subject-05,1,8,1.16882491111755,oven,car,0,0008_sif_s05_0_car_00_car5.png subject-05,1,9,1.06638288497925,elephant,elephant,0,0009_sif_s05_0_elephant_00_elephant9.png subject-05,1,10,0.744837999343872,bear,bear,0,0010_sif_s05_0_bear_00_bear9.png 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subject-05,1,160,1.04310989379883,oven,oven,0,0160_sif_s05_0_oven_00_oven2.png ================================================ FILE: raw-data/silhouette/silhouette_subject-06_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-06,1,1,NaN,na,bicycle,0,0001_sif_s06_0_bicycle_00_bicycle8.png subject-06,1,2,0.76767897605896,bear,bear,0,0002_sif_s06_0_bear_00_bear5.png subject-06,1,3,1.1881468296051,knife,knife,0,0003_sif_s06_0_knife_00_knife5.png subject-06,1,4,0.980504989624023,bicycle,bicycle,0,0004_sif_s06_0_bicycle_00_bicycle9.png subject-06,1,5,0.848408937454224,airplane,airplane,0,0005_sif_s06_0_airplane_00_airplane8.png subject-06,1,6,0.862901926040649,airplane,bird,0,0006_sif_s06_0_bird_00_bird7.png subject-06,1,7,0.639587879180908,bottle,bottle,0,0007_sif_s06_0_bottle_00_bottle8.png subject-06,1,8,0.976001024246216,dog,dog,0,0008_sif_s06_0_dog_00_dog9.png 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subject-09,1,145,0.730228900909424,knife,knife,0,0145_sif_s09_0_knife_00_knife5.png subject-09,1,146,0.774216890335083,knife,boat,0,0146_sif_s09_0_boat_00_boat4.png subject-09,1,147,1.21252703666687,clock,clock,0,0147_sif_s09_0_clock_00_clock7.png subject-09,1,148,0.673029899597168,bear,bear,0,0148_sif_s09_0_bear_00_bear10.png subject-09,1,149,0.695480108261108,knife,knife,0,0149_sif_s09_0_knife_00_knife2.png subject-09,1,150,1.18798208236694,bird,bird,0,0150_sif_s09_0_bird_00_bird9.png subject-09,1,151,1.49475407600403,knife,truck,0,0151_sif_s09_0_truck_00_truck6.png subject-09,1,152,0.565035820007324,keyboard,keyboard,0,0152_sif_s09_0_keyboard_00_keyboard8.png subject-09,1,153,0.608826875686646,chair,chair,0,0153_sif_s09_0_chair_00_chair2.png subject-09,1,154,1.10759592056274,oven,car,0,0154_sif_s09_0_car_00_car5.png subject-09,1,155,0.869718074798584,knife,keyboard,0,0155_sif_s09_0_keyboard_00_keyboard3.png 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subject-10,1,133,1.21908903121948,truck,truck,0,0133_sif_s10_0_truck_00_truck10.png subject-10,1,134,0.873519897460938,oven,oven,0,0134_sif_s10_0_oven_00_oven5.png subject-10,1,135,1.26799201965332,chair,bicycle,0,0135_sif_s10_0_bicycle_00_bicycle2.png subject-10,1,136,NaN,na,truck,0,0136_sif_s10_0_truck_00_truck7.png subject-10,1,137,0.844010829925537,bear,bear,0,0137_sif_s10_0_bear_00_bear8.png subject-10,1,138,1.21221899986267,boat,keyboard,0,0138_sif_s10_0_keyboard_00_keyboard4.png subject-10,1,139,0.890895843505859,bird,bird,0,0139_sif_s10_0_bird_00_bird6.png subject-10,1,140,0.645159006118774,clock,clock,0,0140_sif_s10_0_clock_00_clock6.png subject-10,1,141,0.861316919326782,knife,knife,0,0141_sif_s10_0_knife_00_knife4.png subject-10,1,142,0.623819828033447,bird,bird,0,0142_sif_s10_0_bird_00_bird1.png subject-10,1,143,0.532644033432007,clock,clock,0,0143_sif_s10_0_clock_00_clock3.png subject-10,1,144,0.77892804145813,keyboard,keyboard,0,0144_sif_s10_0_keyboard_00_keyboard10.png subject-10,1,145,0.763334989547729,car,car,0,0145_sif_s10_0_car_00_car1.png subject-10,1,146,0.872036933898926,chair,chair,0,0146_sif_s10_0_chair_00_chair4.png subject-10,1,147,0.826502084732056,elephant,elephant,0,0147_sif_s10_0_elephant_00_elephant5.png subject-10,1,148,0.640997886657715,bottle,bottle,0,0148_sif_s10_0_bottle_00_bottle10.png subject-10,1,149,0.60344409942627,clock,clock,0,0149_sif_s10_0_clock_00_clock1.png subject-10,1,150,0.757879972457886,bottle,bottle,0,0150_sif_s10_0_bottle_00_bottle5.png subject-10,1,151,0.850476026535034,knife,keyboard,0,0151_sif_s10_0_keyboard_00_keyboard6.png subject-10,1,152,0.705112934112549,chair,chair,0,0152_sif_s10_0_chair_00_chair1.png subject-10,1,153,0.738422155380249,keyboard,keyboard,0,0153_sif_s10_0_keyboard_00_keyboard5.png subject-10,1,154,0.935917139053345,keyboard,keyboard,0,0154_sif_s10_0_keyboard_00_keyboard1.png subject-10,1,155,0.606412887573242,oven,keyboard,0,0155_sif_s10_0_keyboard_00_keyboard9.png subject-10,1,156,0.636865854263306,elephant,elephant,0,0156_sif_s10_0_elephant_00_elephant7.png subject-10,1,157,0.553562164306641,bottle,bottle,0,0157_sif_s10_0_bottle_00_bottle3.png subject-10,1,158,0.62942099571228,bicycle,bicycle,0,0158_sif_s10_0_bicycle_00_bicycle7.png subject-10,1,159,0.667726039886475,dog,dog,0,0159_sif_s10_0_dog_00_dog10.png subject-10,1,160,0.622035980224609,elephant,elephant,0,0160_sif_s10_0_elephant_00_elephant2.png ================================================ FILE: raw-data/sketch/sketch_subject-01_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-01,1,1,0.586625099182129,boat,boat,0,0001_ske_s01_0_boat_00_boat-0068-sketch-23.png subject-01,1,2,0.706346035003662,dog,dog,0,0002_ske_s01_0_dog_00_dog-4581-sketch-16.png subject-01,1,3,0.716404914855957,airplane,airplane,0,0003_ske_s01_0_airplane_00_airplane-0018-sketch-24.png 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subject-02,1,796,0.72918701171875,truck,truck,0,0796_ske_s02_0_truck_00_truck-0384-sketch-32.png subject-02,1,797,0.529259920120239,bottle,bottle,0,0797_ske_s02_0_bottle_00_bottle-0003-sketch-10.png subject-02,1,798,1.00096607208252,dog,dog,0,0798_ske_s02_0_dog_00_dog-2323-sketch-41.png subject-02,1,799,0.668729066848755,truck,truck,0,0799_ske_s02_0_truck_00_truck-0312-sketch-13.png subject-02,1,800,0.616712093353271,car,car,0,0800_ske_s02_0_car_00_car-0129-sketch-32.png ================================================ FILE: raw-data/sketch/sketch_subject-03_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-03,1,1,0.887437105178833,bird,bird,0,0001_ske_s03_0_bird_00_bird-0325-sketch-25.png subject-03,1,2,0.886656999588013,boat,boat,0,0002_ske_s03_0_boat_00_boat-0002-sketch-1.png subject-03,1,3,0.794683933258057,car,car,0,0003_ske_s03_0_car_00_car-0151-sketch-7.png 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subject-03,1,799,0.810307025909424,elephant,elephant,0,0799_ske_s03_0_elephant_00_elephant-0033-sketch-38.png subject-03,1,800,0.720322847366333,oven,oven,0,0800_ske_s03_0_oven_00_oven-0048-sketch-6.png ================================================ FILE: raw-data/sketch/sketch_subject-04_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-04,1,1,0.731143951416016,bicycle,bicycle,0,0001_ske_s04_0_bicycle_00_bicycle-0019-sketch-25.png subject-04,1,2,0.634850978851318,car,car,0,0002_ske_s04_0_car_00_car-0004-sketch-11.png subject-04,1,3,0.590905904769897,cat,cat,0,0003_ske_s04_0_cat_00_cat-0152-sketch-9.png subject-04,1,4,0.710714101791382,bicycle,bicycle,0,0004_ske_s04_0_bicycle_00_bicycle-0034-sketch-39.png subject-04,1,5,0.644621133804321,clock,clock,0,0005_ske_s04_0_clock_00_clock-0093-sketch-46.png subject-04,1,6,0.958211898803711,truck,truck,0,0006_ske_s04_0_truck_00_truck-0355-sketch-7.png 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subject-04,1,800,0.642479181289673,elephant,elephant,0,0800_ske_s04_0_elephant_00_elephant-0058-sketch-14.png ================================================ FILE: raw-data/sketch/sketch_subject-05_session_1.csv ================================================ subj,session,trial,rt,object_response,category,condition,imagename subject-05,1,1,0.783522844314575,bird,bird,0,0001_ske_s05_0_bird_00_bird-1721-sketch-46.png subject-05,1,2,0.813191890716553,bicycle,bicycle,0,0002_ske_s05_0_bicycle_00_bicycle-0090-sketch-43.png subject-05,1,3,0.952939987182617,dog,dog,0,0003_ske_s05_0_dog_00_dog-4208-sketch-45.png subject-05,1,4,1.10099601745605,bottle,bottle,0,0004_ske_s05_0_bottle_00_bottle-0097-sketch-50.png subject-05,1,5,0.474644184112549,bicycle,bicycle,0,0005_ske_s05_0_bicycle_00_bicycle-0102-sketch-9.png subject-05,1,6,0.918385028839111,bear,bear,0,0006_ske_s05_0_bear_00_bear-0195-sketch-47.png subject-05,1,7,1.07450389862061,boat,boat,0,0007_ske_s05_0_boat_00_boat-0165-sketch-19.png 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subject-07,1,793,0.645928859710693,car,truck,0,0793_ske_s07_0_truck_00_truck-0192-sketch-43.png subject-07,1,794,0.599976062774658,clock,clock,0,0794_ske_s07_0_clock_00_clock-0138-sketch-40.png subject-07,1,795,0.787785053253174,dog,dog,0,0795_ske_s07_0_dog_00_dog-3417-sketch-2.png subject-07,1,796,0.707672119140625,keyboard,keyboard,0,0796_ske_s07_0_keyboard_00_keyboard-0035-sketch-4.png subject-07,1,797,0.497298955917358,boat,boat,0,0797_ske_s07_0_boat_00_boat-0152-sketch-8.png subject-07,1,798,0.46347188949585,keyboard,keyboard,0,0798_ske_s07_0_keyboard_00_keyboard-0010-sketch-17.png subject-07,1,799,0.985296010971069,airplane,airplane,0,0799_ske_s07_0_airplane_00_airplane-0047-sketch-50.png subject-07,1,800,0.680716991424561,chair,chair,0,0800_ske_s07_0_chair_00_chair-0062-sketch-18.png ================================================ FILE: raw-data/stylized/stylized_subject-01_session_1.csv ================================================ 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subject-04,1,1268,0.918688058853149,dog,bird,0.35,1268_nse_s04_0.35_bird_10_n01532829_8055.png subject-04,1,1269,0.830526113510132,oven,oven,0.20,1269_nse_s04_0.20_oven_10_n04111531_5727.png subject-04,1,1270,0.520661115646362,clock,clock,0.00,1270_nse_s04_0.00_clock_10_n02708093_3702.png subject-04,1,1271,0.772094964981079,boat,boat,0.00,1271_nse_s04_0.00_boat_10_n04612504_7446.png subject-04,1,1272,0.725967168807983,car,keyboard,0.90,1272_nse_s04_0.90_keyboard_10_n04505470_1479.png subject-04,1,1273,0.958160877227783,dog,cat,0.03,1273_nse_s04_0.03_cat_10_n02123394_6828.png subject-04,1,1274,0.649456024169922,cat,bear,0.35,1274_nse_s04_0.35_bear_10_n02133161_14833.png subject-04,1,1275,0.633391857147217,bird,bird,0.10,1275_nse_s04_0.10_bird_10_n02051845_33968.png subject-04,1,1276,0.815389156341553,bird,bird,0.03,1276_nse_s04_0.03_bird_10_n01601694_7574.png subject-04,1,1277,1.29718995094299,dog,bird,0.20,1277_nse_s04_0.20_bird_10_n02007558_5877.png subject-04,1,1278,0.616934061050415,knife,knife,0.20,1278_nse_s04_0.20_knife_10_n03041632_10540.png subject-04,1,1279,0.684829950332642,elephant,elephant,0.05,1279_nse_s04_0.05_elephant_10_n02504013_318.png subject-04,1,1280,0.638524055480957,bear,keyboard,0.60,1280_nse_s04_0.60_keyboard_10_n03085013_25066.png ================================================ FILE: setup.cfg ================================================ [metadata] name = modelvshuman version = 0.1 author = author-email = home-page = https://github.com/bethgelab/model-vs-human description = Under development long-description = file: README.md long_description_content_type = text/markdown license = model-vs-human/licenses/ license-file = COPYING platform = any keywords = Machine Learning Deep Learning classifiers = Programming Language :: Python :: 3 License :: model-vs-human/licenses/ Operating System:: Unix Topic :: Scientific/Engineering :: Artificial Intelligence :: Image Recognition project_urls = Bug Tracker = https://github.com/bethgelab/model-vs-human/issues Changelog = https://github.com/bethgelab/model-vs-human/blob/master/CHANGELOG.md [options] zip_safe = False include_package_data = True python_requires = >= 3.6 data_files = packages = find: test_suite = tests setup_requires = setuptools # setuptools >=30.3.0 # minimal version for `setup.cfg` # setuptools >=38.3.0 # version with most `setup.cfg` bugfixes install_requires = torch>=1.7.1 torchvision>=0.8.2 requests gdown scikit-image click dataclasses PySocks tensorflow_hub tensorflow>=2.4.0 matplotlib>=3.3.2 pandas>=1.5.3 seaborn ftfy regex tqdm CLIP @ git+https://github.com/openai/CLIP#egg=CLIP pytorch_pretrained_vit tensorflow-estimator numexpr>=2.7.3 tests_require = pytest dependency_links = https://download.pytorch.org/whl/torch_stable.html [options.extras_require] dev = docutils Pygments test = green coverage ci = # codacy-coverage # codecov [options.package_data] * = *.txt [bdist_wheel] universal = True [check] metadata = True restructuredtext = True strict = True [sdist] formats = zip, gztar [coverage:report] show_missing = True exclude_lines = pragma: no cover if False # @abc.abstractmethod # @abc.abstractproperty # raise NotImplementedError # return NotImplemented # except ImportError # raise MemoryError # if __name__ == .__main__.: # if typing.TYPE_CHECKING: [green] file-pattern = test_*.py verbose = 2 no-skip-report = True quiet-stdout = True run-coverage = True [pydocstyle] match-dir = (?!tests)(?!resources)(?!docs)[^\.].* match = (?!test)(?!setup)[^\._].*\.py inherit = False ignore = D200, D203, D213, D406, D407 # Google conventions [flake8] max-line-length = 99 doctests = True exclude = .git, .eggs, __pycache__, tests/, docs/, build/, dist/ [mypy] disallow_any_decorated = True disallow_any_generics = True disallow_any_unimported = False disallow_subclassing_any = False disallow_untyped_calls = True disallow_untyped_defs = True ignore_missing_imports = True warn_unused_ignores = True warn_return_any = True [options.entry_points] console_scripts = mvhEvaluate=modelvshuman.cli:main ================================================ FILE: setup.py ================================================ from distutils.core import setup setup()